Section One – Intro to R & Plotting Data

# Section One – Intro to R & Plotting Data
### Mike Mahoney, April 2020

---

# Unit One

* Welcome to the course!

* What is code?

* Your first program

* Your first chart

---

# A quick introduction

* My name: Mike Mahoney

* Where I’m from: Boston, MA

* What I do: PhD student (creating VR experiences from forest models!)

* For fun: Backpacking; programming; advocacy

* Office hours:

* Course website:

* Instructor contact:

---

# Quick Recap:

* All readings in this class: free and online
    * So do them!

* Readings marked with *: code-throughs
    * So do them!

* Required readings: required
    * So do them!

* Today’s required reading included:
    * Install R
    * Install R Studio
    * Install tidyverse
    * So if you didn’t, probably should do that now

---

---

---

# Let's get started

Go ahead and open R Studio on your computer now.

---
class: center, middle, inverse, title-slide

# Live Demo: Hello, World!
<!-- Live demo time!
Talk about different panes of R Studio

print("Hello, World!")>
</!-->

---
class: middle, center

![](yer.png)

---

# What was that?

* We just used our first _function_: `print`

* _Functions_ take _arguments_ as inputs and then return an _output_.

* So we provided "Hello World!" as an argument, and `print` gave it right back
  to us as an output!

* `print` is going to do the exact same thing with any input we give it -- 
  try calling `print()` with your name as an argument instead!

---

# Other Functions

* Of course, R can do a lot more than just print out things you provide it.

* A lot of the functions built into R are dedicated to working with data.

* R also comes with a few base datasets included,

* We'll start using one of those, named `iris`.

* Let's explore the dataset!

---

```r
# See the first few rows of the dataset
*head(iris)
```
]]
.column[.content[

```
  Sepal.Length Sepal.Width Petal.Length Petal.Width Species
1          5.1         3.5          1.4         0.2  setosa
2          4.9         3.0          1.4         0.2  setosa
3          4.7         3.2          1.3         0.2  setosa
4          4.6         3.1          1.5         0.2  setosa
5          5.0         3.6          1.4         0.2  setosa
6          5.4         3.9          1.7         0.4  setosa
```
]]
---
class: split-40
count: false

```r
# See the first few rows of the dataset
head(iris)

# See the "structure" of the dataset
*str(iris)
```
]]
.column[.content[

```
'data.frame':	150 obs. of  5 variables:
 $ Sepal.Length: num  5.1 4.9 4.7 4.6 5 5.4 4.6 5 4.4 4.9 ...
 $ Sepal.Width : num  3.5 3 3.2 3.1 3.6 3.9 3.4 3.4 2.9 3.1 ...
 $ Petal.Length: num  1.4 1.4 1.3 1.5 1.4 1.7 1.4 1.5 1.4 1.5 ...
 $ Petal.Width : num  0.2 0.2 0.2 0.2 0.2 0.4 0.3 0.2 0.2 0.1 ...
 $ Species     : Factor w/ 3 levels "setosa","versicolor",..: 1 1 1 1 1 1 1 1 1 1 ...
```
]]
---
class: split-40
count: false

```r
# See the first few rows of the dataset
head(iris)

# See the "structure" of the dataset
str(iris)

# Get a basic summary of
# each of the variables
*summary(iris)
```
]]
.column[.content[

```
  Sepal.Length    Sepal.Width     Petal.Length    Petal.Width   
 Min.   :4.300   Min.   :2.000   Min.   :1.000   Min.   :0.100  
 1st Qu.:5.100   1st Qu.:2.800   1st Qu.:1.600   1st Qu.:0.300  
 Median :5.800   Median :3.000   Median :4.350   Median :1.300  
 Mean   :5.843   Mean   :3.057   Mean   :3.758   Mean   :1.199  
 3rd Qu.:6.400   3rd Qu.:3.300   3rd Qu.:5.100   3rd Qu.:1.800  
 Max.   :7.900   Max.   :4.400   Max.   :6.900   Max.   :2.500  
       Species  
 setosa    :50  
 versicolor:50  
 virginica :50  
                
                
                
```
]]

---

We can get a lot more insight by plotting our data:

```r
plot(iris)
```

---

We can also plot individual variables by specifying the x and y axes:

```r
plot(x = iris$Sepal.Length, y = iris$Sepal.Width)
```

---
class: center, middle

![](ggplot2_exploratory.png)

---

We can install packages using the `install.packages()` function, and load them 
to use in our code with the `library()` function.

<br>

You already installed `ggplot2` as part of your homework when installing the 
`tidyverse` package; let's load it with `library()` now:

```r
library(ggplot2)
```

<br>

And now we can make our first plot with `ggplot2`:

```r
# note: plus sign goes at the end of the line!
ggplot(data = iris) +
  aes(x = Sepal.Length, 
      y = Sepal.Width) +
  geom_point()
```

---

```r
# note: plus sign goes at the end of the line!
ggplot(data = iris) +
  aes(x = Sepal.Length, 
      y = Sepal.Width) +
  geom_point()
```

---

```r
*ggplot(data = iris)
```
]]
.column[.content[
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width="432" />
]]
---
class: split-40
count: false

```r
ggplot(data = iris) +  
* aes(x = Sepal.Length,
*     y = Sepal.Width)
```
]]
.column[.content[
<img 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" width="432" />
]]
---
class: split-40
count: false

```r
ggplot(data = iris) +  
  aes(x = Sepal.Length,  
      y = Sepal.Width) +  
* geom_point()
```
]]
.column[.content[
<img 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" width="432" />
]]
---
class: split-40
count: false

```r
ggplot(data = iris) +  
  aes(x = Sepal.Length,  
      y = Sepal.Width) +  
  geom_point()

*head(iris)
```
]]
.column[.content[
<img 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" width="432" />

---

```r
ggplot(data = iris) +  
  aes(  
    x = Sepal.Length,  
      y = Sepal.Width,  
    ) +  
  geom_point()  
```
]]
.column[.content[
<img 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" width="432" />
]]
---
class: split-40
count: false

```r
ggplot(data = iris) +  
  aes(  
    x = Sepal.Length,  
      y = Sepal.Width,  
*   color = Species,
    ) +  
  geom_point()  
```
]]
.column[.content[
<img 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" width="432" />
]]
---
class: split-40
count: false

```r
ggplot(data = iris) +  
  aes(  
    x = Sepal.Length,  
      y = Sepal.Width,  
    color = Species,  
*   size = Species,
    ) +  
  geom_point()  
```
]]
.column[.content[
<img 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" width="432" />
]]
---
class: split-40
count: false

```r
ggplot(data = iris) +  
  aes(  
    x = Sepal.Length,  
      y = Sepal.Width,  
    color = Species,  
    size = Species,  
*   shape = Species
    ) +  
  geom_point()  
```
]]
.column[.content[
<img 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" width="432" />
]]

---

# Now you try.

Remember that there are other variables in the `iris` dataframe (you can see 
them with `head()`, `str()`, or `summary()`).

<br>

Try mixing and matching them with the aesthetics we have here 
(including x and y!).

<br>

What’s the difference between discrete or continuous variables?

---
class: center

![](aesthetics.png)

---

What happens if you try putting `Species` (a discrete variable) on the x axis?

```r
ggplot(iris, aes(Species, Sepal.Width)) +
  geom_point()
```

---

We can't fix this with aesthetics alone!  
Instead, we need to think about changing our _geom_:

```r
ggplot(iris, aes(Species, Sepal.Width)) +
  geom_point()
```

---

We can't fix this with aesthetics alone!  
Instead, we need to think about changing our _geom_:

```r
ggplot(iris, aes(Species, Sepal.Width)) +
  geom_jitter()
```

---

We can't fix this with aesthetics alone!  
Instead, we need to think about changing our _geom_:

```r
ggplot(iris, aes(Species, Sepal.Width)) +
  geom_boxplot()
```

---

We can't fix this with aesthetics alone!  
Instead, we need to think about changing our _geom_:

```r
ggplot(iris, aes(Species, Sepal.Width)) +
  geom_violin()
```

---

There are _tons_ of geoms available in ggplot2 (and even more provided by other 
packages) -- we'll just run through a few of the most useful:

```r
ggplot(iris, aes(Sepal.Width)) +
  geom_histogram()
```

[Link: ggplot2 cheatsheet](https://rstudio.com/wp-content/uploads/2015/03/ggplot2-cheatsheet.pdf)

---

There are _tons_ of geoms available in ggplot2 (and even more provided by other 
packages) -- we'll just run through a few of the most useful:

```r
ggplot(iris, aes(Sepal.Length, Sepal.Width)) +
  geom_smooth()
```

[Link: ggplot2 cheatsheet](https://rstudio.com/wp-content/uploads/2015/03/ggplot2-cheatsheet.pdf)

---

There are _tons_ of geoms available in ggplot2 (and even more provided by other 
packages) -- we'll just run through a few of the most useful:

```r
ggplot(iris, aes(Sepal.Length, Sepal.Width)) +
  geom_line()
```

[Link: ggplot2 cheatsheet](https://rstudio.com/wp-content/uploads/2015/03/ggplot2-cheatsheet.pdf)

---

Hopefully you've started to see that we can make pretty much any graph we want 
just by following a basic template:

```r
ggplot(data = <DATA>, aes(<MAPPINGS>)) + 
  <GEOM_FUNCTION>()
```

```r
ggplot(data = iris, aes(Sepal.Length, Sepal.Width)) +
  geom_point()
```

---

# Making _good_ graphs

This graphic is _fine_, but we want to make it look better!

```r
ggplot(data = iris, aes(x = Sepal.Length, y = Sepal.Width)) +
  geom_point()
```

---

One of the easiest ways to make our plots look better is via _themes_, which 
provide better defaults for things like fonts and backgrounds:

```r
ggplot(data = iris, aes(x = Sepal.Length, y = Sepal.Width)) +
  geom_point() +
  theme_minimal()
```

---

```r
ggplot(data = iris, aes(x = Sepal.Length, y = Sepal.Width)) +  
  geom_point()   
```
]]
.column[.content[
<img 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" width="432" />
]]
---
class: split-40
count: false

```r
ggplot(data = iris, aes(x = Sepal.Length, y = Sepal.Width)) +  
  geom_point() +  
* theme_minimal()
```
]]
.column[.content[
<img 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" width="432" />
]]
---
class: split-40
count: false

```r
ggplot(data = iris, aes(x = Sepal.Length, y = Sepal.Width)) +  
  geom_point() +  
  theme_minimal() +  
* labs(
*   x = "Sepal length",
*   y = "Sepal width"
* )
```
]]
.column[.content[
<img 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" width="432" />
]]
---
class: split-40
count: false

```r
ggplot(data = iris, aes(x = Sepal.Length, y = Sepal.Width)) +  
  geom_point() +  
  theme_minimal() +  
  labs(  
    x = "Sepal length",  
    y = "Sepal width"  
*   , title = "Sepal width increases alongside sepal length"
  )  
```
]]
.column[.content[
<img 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" width="432" />
]]
---
class: split-40
count: false

```r
ggplot(data = iris, aes(x = Sepal.Length, y = Sepal.Width)) +  
  geom_point() +  
  theme_minimal() +  
  labs(  
    x = "Sepal length",  
    y = "Sepal width"  
    , title = "Sepal width increases alongside sepal length"  
*   , subtitle = "Correlation confounded by species differences"
  )  
```
]]
.column[.content[
<img 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" width="432" />
]]
---
class: split-40
count: false

```r
ggplot(data = iris, aes(x = Sepal.Length, y = Sepal.Width)) +  
  geom_point() +  
  theme_minimal() +  
  labs(  
    x = "Sepal length",  
    y = "Sepal width"  
    , title = "Sepal width increases alongside sepal length"  
    , subtitle = "Correlation confounded by species differences"  
*   , caption = "Data from Fisher, R. A. (1936)"
  )  
```
]]
.column[.content[
<img 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" width="432" />
]]
---
class: split-40
count: false

```r
ggplot(data = iris, aes(x = Sepal.Length, y = Sepal.Width)) +  
  geom_point() +  
* facet_wrap(
*   ~ Species,
*            ) +
  theme_minimal() +  
  labs(  
    x = "Sepal length",  
    y = "Sepal width"  
    , title = "Sepal width increases alongside sepal length"  
    , subtitle = "Correlation confounded by species differences"  
    , caption = "Data from Fisher, R. A. (1936)"  
  )  
```
]]
.column[.content[
<img 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" width="432" />
]]
---
class: split-40
count: false

```r
ggplot(data = iris, aes(x = Sepal.Length, y = Sepal.Width)) +  
  geom_point() +  
  facet_wrap(  
    ~ Species,  
*   ncol = 1
             ) +  
  theme_minimal() +  
  labs(  
    x = "Sepal length",  
    y = "Sepal width"  
    , title = "Sepal width increases alongside sepal length"  
    , subtitle = "Correlation confounded by species differences"  
    , caption = "Data from Fisher, R. A. (1936)"  
  )  
```
]]
.column[.content[
<img 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" width="432" />
]]
---
class: split-40
count: false

```r
ggplot(data = iris, aes(x = Sepal.Length, y = Sepal.Width)) +  
  geom_point() +  
* geom_smooth(aes(color = Species)) +
  facet_wrap(  
    ~ Species,  
    ncol = 1  
             ) +  
  theme_minimal() +  
  labs(  
    x = "Sepal length",  
    y = "Sepal width"  
    , title = "Sepal width increases alongside sepal length"  
    , subtitle = "Correlation confounded by species differences"  
    , caption = "Data from Fisher, R. A. (1936)"  
  )  
```
]]
.column[.content[
<img 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xcXF/5DWFhYHDt2TPyLioqKOKxCoXB1dQ0MDHzkkUc4glqtrqmpEc40fIeNZMxNWLNmDQcvLi5uUXCxxx9/nIheeuklrVZbV1fHD9iCBQtMDsg4vRwwYIDuocbGRuHnDRs2UPNrmAMCAojomWee0T10/Phx/uynT5++ZWdWrFhBRHZ2dkLLvn37iEipVIr/cIZVVVW1b9+eiJKTk428BOAehIQZAADgnmNM6lJXV8cVjKKjo7mltra2a9eunGdevXqVGxsaGubPny/kmeIInNGJi361NIJeISEhRBQaGiq0CIluQEDAuHHjjh49euHChWvXrmm12vr6es4JXV1dCwsLhUv27t3L9ZBefvlloVFIOJ2dnePi4rhSVEVFBSc5dnZ29vb2H3/8MbdXV1ePHj2aiKysrG5ZnauVCXNMTAwRde3aVaPRCKddvHiRRymFWyH0v2fPnq+++mpVVZXQbm1tTUSTJk0SLm9qavL19eUMMC8vT2hPS0vjylKzZ8825g4bz5ib8M477xCRubm5bjkrI2VlZXFXs7KyuGX27NlEZG9v39DQYFpM5uzsTETz5883fJrhhJknbI8bN0730Pnz57nnW7duNfwramtrxS8FWFxcHBF5eHhotdrc3NzZs2c/9dRTgYGB06ZNS0tLay4UT+1+8cUXDf9GgHsZpmQDAACAHgqFom/fvkSUn5/PLZcvXx4yZEhgYOCSJUtsbGy4US6Xz5s3j9Pgbdu2GY7Z+gh6cWZORH/99VdycrK7u7u9vT2niCkpKZxGfvXVV+J5rYMHD+Ysfe3atbpFjx555JGoqCgemFWpVJxxFRcXOzo6zpo1i9uVSuWcOXOIqLy8vKCgwIRuG+/o0aNENGrUKF7iy7p27ZqYmDh37lyenStmY2MTFxfHg4dE1KdPH95ASLyqPC0t7bfffrvvvvu2bNni5OQktAcGBsbGxhLRqlWrKisrudHAHW5DpaWlPMIcEBAgmVRsPJ4837dv3wEDBnDLlClTiOjPP/807eli169f57XHXl5eJgchIkdHRyISXm2ICV+0a9eu6b22qanp4sWLKSkpgwYNOnLkiLOz86JFi4Sj/BB269YtNja2X79+S5cu3bZt286dO+Pj44cNGzZhwoTa2lrdmD4+PvSPlRsAuDsgYQYAAAD9eKRR2BzY3t7+q6++SktL43+yBTKZrFevXkRUUlJiOGDrIxgWHh4uqSzNOVLfvn15nFlswoQJRFRbW/vrr79KDkn2pxXySUkBZGECs5F1hrVarYES2Qb2vuaXC/v27SsrKxO3d+/ePSYm5sUXX5ScP336dMn21Dw6euXKFaGFp9z7+PjY29tLLh87dqxcLr9x48b+/fslh3TvcOs1NTWdO3cuKSmpf//+ly5dMjc3//DDD00Lde3ateTkZCKaOnWq0Ojk5DR48GAiio+PN7mTZ86c0Wq1RMQPqsmeeuopIsrPz+dN1wRNTU1CqTO967cnTZokl8vt7OzGjBlTWVm5cOHCw4cPC8sZiKiiooKIcnJyZs+ePX36dI1GU1NTc/bs2bffflsmk23ZsuX111/XDcvPdkFBQZsvxQe4a9yF2xUAAABAm+B/3GWyv71er62t3b17d05OTmlpKa+WJKKzZ88SkaSGVnNaH6E57u7ukhYeyuOhcgl7e3uVSlVZWXny5EnJIUmNJV50TUTC9rmS9rq6OmO6l5SUlJSU1NxRX1/fzMxMvYemTZu2fv36U6dOOTk5hYWFBQYG+vn5CUP0ujg9FuPZ9eJ+8orZP/74Q1J9islkssbGxlOnTkmGr3XvcEutX79eUttZzMbGJikpycPDw7TgiYmJNTU1SqVy0qRJ4vapU6f++uuvO3bsOH/+vKTAtZGEmmF2dnam9Y2p1WovL6+srKwpU6Zcv3593Lhx7du3z87Ofv/9948fP25tbV1WVibZFJ3xTt38VqW4uDgjI8PNzW3UqFHCCTyAfOHChYULF7733nvc2L1790WLFtXX1y9btiw+Pv6tt96SvB/higD19fV//fWXOP0GAAESZgAAANCPx3vF/0YnJye/+uqrrdm4tfURDOB9jMV4SFa3nVlbW1dWVkqGbYlIKOhlZPs/zcPDY9euXZGRkbm5uStXrly5cqVMJvP09Bw/fvzUqVN1e8XLsw3jeb8lJSUGRvXLy8slLc3dSeNZWFhINtCurKysq6vr2LHj/Pnzn332WZNnemu1Wt4+avz48VZWVuJDISEh06dPLysrS0hIEE9jNh7XkZbL5XqzWePJZLLvvvtu+PDhf/zxR0REREREBLd37Njx22+/HTduHDXz5+MXDTU1NadPn968efMnn3yyc+fO6Ojo5cuX8wk8A9/MzIyrbYvNnTt32bJljY2N6enpkvkI/CaFmhnWBgDClGwAAADQ6/Lly7xo083NjVsyMjImTpx49erVwYMH79y5s7S0VCh2pbuMVq/WRzBMWGorwYPYzbVLZi//cwzXu2pueJn5+vqeOHHi4MGDCxYs8PPzk8vlWVlZb775Zq9evY4cOWJCZ3jiwCuvvGKgS0IxNkFzd9h4YWFhpX+3efNmIiotLXV0dGzNuuidO3eeOXOGiDZs2GD2d0qlkl+LrF27VrJN2r/Pzs7uyJEjn3/+Oe+ErFarFy9erNFo3N3duZO8zlkvS0vLfv36LV68mEuLxcbGHjx4kA/xAorOnTtL3kcQkbW1Nb/2unDhwj/0oQDuYhhhBgAAAD2+/vprnv/Jqy6JKDY2tqmpydnZOS0tTVKTSagOZVjrI7SUra1tQUGBsAxbgkdZDcxtvtN4enp6enrOmzevsrIyJSXl3XffPX/+/MSJEzUaTUtTWR4rFm/1fLuMHTs2LCxs8+bN4eHhJ06cePDBB02Lw+W+lEplc3/Q4uLiS5cubd26lZevtwiPxDY2NtbW1lpYWJjWQ4GFhUVkZGRkZKS4cdeuXUSkUCgeffTRW0aYMGHC1KlTKyoq0tPTubwZX8XbpOm+A+KV57oPibADszDUDAASGGEGAAAAqeLi4gULFhDRwIED+/fvz40ajYaI1Gq1bq6bk5NjTNjWR2ipfv36EZGwK5JYQUEBT0PVu8L5DqdSqSZNmpSSkkJEeXl5Jtw9njjAey+1ff9a6LPPPuvcufPly5fFxbpapKioKDU1lYhiYmKKmsGJpWmlv7iKOxEVFxeb1sNb+vbbb4koICBAKG8eEhLi5uamdw55Q0NDTU0NEQnFuvz9/c3MzKqqqnRnHFRWVvIabN3120VFRUSkUCh4gBoAdCFhBgAAgL85e/asWq0uLy9v3749b/PDeHhKt8BVTEzMjRs3iEhS55mHucR1vFoaofWCg4OJSKPRZGdnSw5t2rSJiFQqlb+/f9v+0rZVWloaFRU1YsQITpDEunXrxj+YUOKYN5EuLi7eunWr5JBGo3F2dn7jjTf+tdnLtra2n3/+ORGlpKSIHznjxcfHNzY2KpXKyZMnN3cOj+ju3r1b2MDJeE5OTvw88zoFkx07dszLy6tbt26Ssf2TJ0+uW7eOiKZNmyY01tXVHT9+PCEh4fr165I427dv5+9Rnz59uMXBwYGfZN0a47GxsVqtVi6XP/nkk5JDfCscHR1bP9ke4G6FhBkAAACIiG7evHnixIk5c+Z4eHjk5OQoFIovv/yyd+/ewgk8QLdlyxahYvDNmzfnzZuXmJg4duxYIjp16pQ4IE/6PXDggMkRWk+tVnt6ehLRc889d+7cOaE9NTV18eLFRDRz5kyVStW2v7Rt2drapqWl/fLLL5MnTxbPLa+qqnrnnXeIqFOnTiYMkg8dOnTQoEFENGXKFPHGWtnZ2aNHj87LyysqKlIoFLeMExcX5+3tzfs2tQZPzCai6Ohoyb7WS5cu9fb2HjFiRHPX1tfXr169moiefvppA6ugw8LCrKystFqteJD5lsHZAw88wN+FrKws4z6Qfi4uLhcvXiwpKQkJCSksLOTGffv2BQUF1dbWDh06dMyYMcLJc+bMkclkFy5cGDFixP79+/m1SHV1dWJiYnh4OBF1795d3POPPvpIJpOlpKRERkZyjt3Y2Lhu3bqYmBgiCg8P1y3xzV9Pb2/v1nwogLucgUoPAAAAcFd67LHHiEihUHT4P0lhXgcHh99//11ylUaj4cmiDzzwQFBQ0NChQ62srFQqVXp6urBb0sCBAz/44AM+/+mnn+bGnj17Ojg4FBQUtDSCXiEhIUQUGhoqtPDeUUR08uRJ3fMLCwt79uxJRO3atRs4cGBQUJCwlW5oaKhQdUwcJz8/XxxBqCN96NAhcbuw7nrPnj3G3HDDRb8EGRkZHLakpIRb9u/fz2Wf5XJ5nz59/P393dzc+E4qlcrt27ff8j5wjSgLCwtxY1FRkTA+6ezsPGTIEGE/Km9v7ytXrujeGd3Is2bN0o1s2k0oLS3l2lTe3t4NDQ1COw+62traNnch771MRLoPrcSMGTM4FO9nZkxwQXR0NBH5+PjoHrK1tRW+SsKE6g4iSUlJwsnp6elcatvMzMzOzk5Ys92/f/+ysjJJ5Pj4eOG1Rbt27cRVyrt06ZKdnS05f82aNbxc2dzcvEePHsLLoCFDhlRVVUlOrq6u5gphmzZtuuXHB7hnYYQZAADgHlVfX3/9/yoqKszNze3t7YODg9euXZuXl6c76OTi4pKRkTFy5EiZTLZr1678/PyQkJDDhw8HBASEhYVNnjy5Q4cOubm5wv40y5cvV6vVKpXq0qVLKpVKqVS2NEKb6NGjR3Z29qJFi9zc3HJzc9PT0ysqKoKDg7///vvNmzdzdnGH8/HxOXLkyIwZMx599NHz589nZmbm5+c7OjrOmDEjNzc3KCjItLB2dnaHDh1asWKFn5/flStXMjMzKysrBw8enJCQsGfPnhYV32qTCb3CxOwDBw60aPMnvqpfv363HCnlWdlXr17lBcMtMnHiRO6beKoCKy8vF75KQhmt6yK8STILCAg4duxYZGSkk5NTWVlZXV2dl5fXp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width="432" />
]]

---

```r
  ggplot(data = iris) +  
  geom_point(  
    aes(  
      x = Sepal.Length,  
      y = Sepal.Width),  
    size = 3)   
```
]]
.column[.content[
<img 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3JUfCfmpXpJxRFEMIKIRRA1QdxF8+oodxemek3FEUQwgohFEDVB3EXHGR4q9UqqFxWNIIIRRCyCqAli2U0SPFSH56d6WZEIIhhBxCKImiCW3akSiOqdVC8rEkEEI4hYBFETxDL7yf2MSqTLU72uSAQRjCBiEURNEMtsquihOibV64pEEMEIIhZB1ASxzMbJIDZO9boiEUQwgohFEDVBLLO7ZBCrpnpdkQgiGEHEIoiaIJbZozKI+6R6XZEIIhhBxCKImiCW2WsyiG1Sva5IBBGMIGIRRE0Qy4zPMnuOIGIRRIKIVn5ATPA6xLdTvaxIBBGMIGIRRE0Qy+55ycPD+E6VxBFELIJIENHKEYj6WAHEl1O9qGgEEYwgYhFETRB30b9rGx72SvWaiiOIYAQRiyBqgrirXqri8vA4Hg+xrAgiFkEkiGjlCkT9evwRszuvTfWCSiKIYAQRiyBqgrjrFnUq/UyVhg/xM1XKjiBiEUSCiFbOQNR6xqAmRRrmnHrfmlQvJTaCCEYQsQiiJohgK79c8M2GVC/CFUEEI4hYBFETRLQ/Q/+X6iW4I4hgBBGLIGqCiEYQsQgiFkEkiGgEEYsgghFELIKoCSIaQcQiiFgEkSCiEUQsgghGELEIoiaIaAQRiyBiEUSCiEYQsQgiGEHEIoiaIKIRRCyCiEUQCSIaQcQiiGAEEYsgaoKIRhCxCCIWQSSIaAQRiyCCEUQsgqgJIhpBxCKIWASRIKIRRCyCCEYQsQiiJohoBBGLIGIRRIKIRhCxCCIYQcQiiJogohFELIKIRRAJIhpBxCKIYAQRiyBqgohGELEIIhZBJIhoBBGLIIIRRCyCqAkiGkHEIohYBJEgohFELIIIRhCxCKImiGgEEYsgYhFEgohGELEIIhhBxCKImiCiEUQsgohFEAkiGkHEIohgBBGLIGqCiEYQsQgiFkEkiGgEEYsgghFELIKoCSIaQcQiiFgEkSCi+QJxjcWFxEYQsQgiFkEkiGjJgrjq8U775qhqzS56aaPtJRFENIKIRRAJIlpyIObdXU8V13yi9UURRCyCiEUQCSJaUiAubati65NneVEEEYsgYhFEgoiWDIhfN1HxnWxZRIKIRRCxCCJBREsCxLVHKncX2F0UQcQiiFgEkSCiJQHiEMNDpZ61uiiCiEUQsQgiQUTzDuKiHAHEAzfYXBRBxCKIWASRIKJ5B3Go4KFSE2wuiiBiEUQsgkgQ0byD2EwEsafNRRFELIKIRRAJIppnEBeLHqrGNhdFELEIIhZBJIhonkF8TwYxa5PFRRFELIKIRRAJIppnECfKIKolFhdFELEIIhZBJIhonkF8MwGI6ywuiiBiEUQsgkgQ0TyDOE/2sK7NRRFELIKIRRAJIppnEDfWFUE81eaiCCIWQcQiiAQRzfvLbs4XQRxlc1EEEYsgYhFEgojmHcSpkoc1ltlcFEHEIohYBJEgoiXxXuZTBRBvsLoogohFELEIIkFESwLEebUNDw+z+2ECBBGLIGIRRIKIlszxEF/OcnlY70u7iyKIWAQRiyASRLSkjpj9Uq04Dw+ca3lRBBGLIGIRRIKIltxnqvz7b6UcZl6wwvaiCCIWQcQiiAQRLdlP3Xu5Y40wh3v1nW17SQQRjSBiEUSCiJb85zKv//iFx179d77d5UQiiFgEEYsgEkQ0Xx9Uv7siiFgEEYsgEkQ0gohFEMEIIhZB1AQRjSBiEUQsgkgQ0QgiFkEEI4hYBFETRDSCiEUQsQgiQUQjiFgEEYwgYhFETRDRCCIWQcQiiAQRjSBiEUQwgohFEDVBRCOIWAQRiyASRDSCiEUQwQgiFkHUBBGNIGIRRCyCSBDRCCIWQQQjiFgEURNENIKIRRCxCCJBRCOIWAQRjCBiEURNENEIIhZBxCKIBBGNIGIRRDCCiEUQNUFEI4hYBBGLIBJENIKIRRDBCCIWQdQEEY0gYhFELIJIENEIIhZBBCOIWARRE0Q0gohFELEIIkFEI4hYBBGMIGIRRE0Q0QgiFkHEIogEEY0gYhFEMIKIRRA1QUQjiFgEEYsgEkQ0gohFEMEIIhZB1AQRjSBiEUQsgkgQ0QgiFkEEI4hYBFETRDSCiEUQsQgiQUSrPCDmvdTv+GaN23YZuzyZrQkiGEHEIoiaIKLtBhDzRjZQ0XIuTYJEgghGELEIoiaIaPZBXNRCxbTHa54nIIhgBBErOBCnOc6suG/snHFLn6797/+eIApVDhBnNVBxZY/1OgNBBCOIWIGBuOF8F4jbRjjO+f27OJ3eIYhmlQLEpY2Vq+ypHqcgiGAEESsoEHfe4JwXD+JTTo9Z20N/THA6LSWIRpUCxFPdHipVb4W3KQgiGEHECgrEqc49Q+NA/E9XZ2b4i5HOLQTRqDKAOMX0UKkrvM1BEMEIIlZAIK7p1lPHg/iu03dH+IvvnE4/E0R3lQHEkyQQc1d5moMgghFErGBA3D6s8OZgPIj3OaMiX2zr5swhiO4qAYjLsyQQ1bOeJiGIYAQRKxgQX3TuDLlAvMqZFP3qMuclguiuEoD4pOih6utpEoIIRhCxAgFxRZfeP7tBvMiZFv3qJuex6Fd39In01rZg27kz4B3uuh2hUHlclM3ZRsognuFpku2FFxubi7LS9tD2VC/BqPB8KoeL2pHqFRjtDCVY1BZ7IG4d6swOuUHs4XwQ/WqE81D0qwFtIk1Ieles4jRMBvGIVK+LMaGt7m8kD+Kzzr1F/3OD+GH0q1ud0dGvCGJl6mYZxLapXhdjQvZAXNqp769F/3ffZS5+QfaNzvjoV59OjfTtb8G2Y0fAO9x1hTfQt6d6DUZbQ79bnO1+GcRzPU3yZ+HFxuKa7LQ5tDnVSzAqPJ/+TPUa3P0e2prqJRhtD4W2iAN/2gLxr0s7fRkyQRzmPB/9apDzimsTPqlSGZ5UeVMG8RpPk/BJFbAQn1SB2v1Pqsx0zrsq3HnOJVf9s+TbDzp3R77Y3MWZRxDdVQIQN+4hgvihp0kIIhhBxNr9IH7gxNS35NsznN7bwl987nT5jSC6qwQg6v6Sh80KPM1BEMEIIlaAh/+Kv8v8a3dnetH/d95cfFORIMZUGUD8tpoA4gRvcxBEMIKIlQIQp147ouh/Lzrnz9we+vVhp+sagmhUGUDUI0wPT/V2A5EgohFErBSAOM7pXfS/HaMcp3v/Lk439xv3CKKuJCAWdHN7eKDHg90QRDSCiJU6EEOhT27p3fWSh9eapySIlQNEvf78eA9bLPI6A0EEI4hY/AgBTRDRdsNnqtxZs5TDzN5rPG9PEMEIIhZB1AQRbXd86t6yyxpFOKzR+ZMkNieIYAQRiyBqgoi2ez6XuWDGo/+8YfRr65PamCCCEUQsgqgJIho/qB6LIGIRRIKIRhCxCCIYQcQiiJogohFELIKIRRAJIhpBxCKIYAQRiyBqgohGELEIIhZBJIhoBBGLIIIRRCyCqAkiGkHEIohYBJEgohFELIIIRhCxCKImiGgEEYsgYhFEgohGELEIIhhBxCKImiCiEUQsgohFEAkiGkHEIohgBBGLIGqCiEYQsQgiFkEkiGgEEYsgghFELIKoCSIaQcQiiFgEkSCiEUQsgghGELEIoiaIaAQRiyBiEUSCiEYQsQgiGEHEIoiaIKIRRCyCiEUQCSIaQcQiiGAEEYsgaoKIRhCxCCIWQSSIaAQRiyCCEUQsgqgJIhpBxCKIWASRIKIRRCyCCEYQsQiiJohoBBGLIGIRRIKIRhCxCCIYQcQiiJogohFELIKIRRAJIhpBxCKIYAQRiyBqgohGELEIIhZBJIhoqQBx5XVHNa7b8LAL5iY6AUHEIohYBJEgogUP4sJWqriGk+WTEEQsgohFEAkiWuAgDstQMR23UToNQcQiiFgEkSCiBQ1iBxVfw1XCiQgiFkHEIogEES1gEIcod/sLpyKIWAQRiyASRLRgQXzB8FCp7ubJCCIWQcQiiAQRLVgQGwogZn5nnIwgYhFELIJIENECBfEJwUOl2hunI4hYBBGLIBJEtEBBPE4EsYZxOoKIRRCxCCJBRAsUxGoiiMp4gTZBxCKIWASRIKIFCmKGDOIY9+kIIhZBxCKIBBEtSBCXyR6qK90nJIhYBBGLIBJEtCBBXJEAxGHuExJELIKIRRAJIlp5uMs81n06gohFELEIIkFECxTEGjKIC92nI4hYBBGLIBJEtEBBbCd6WMs4HUHEIohYBJEgogUK4ksiiJ2M0xFELIKIRRAJIlqwb93bT/Awa6VxMoKIRRCxCCJBRAsWxHeFp1WGmCcjiFgEEYsgEkS0gA//dbPhYWvhVAQRiyBiEUSCiBb0AWIvdnl4cJ5wIoKIRRCxCCJBRAv8IwQezI71sIt4GoKIRRCxCCJBRAv+Q6ZWdciKapjRfJZ8EoKIRRCxCCJBREvFx5DmP3bGEfse8rebpY9TCUcQsQgiFkEkiGj8oHosgghGELEIoiaIaAQRiyBiEUSCiEYQsQgiGEHEIoiaIKIRRCyCiEUQCSIaQcQiiGAEEYsgaoKIRhCxCCIWQSSIaAQRiyCCEUQsgqgJIhpBxCKIWASRIKIRRCyCCEYQsQiiJohoBBGLIGIRRIKIRhCxCCIYQcQiiJogohFELIKIRRAJIhpBxCKIYAQRiyBqgohGELEIIhZBJIhoBBGLIIIRRCyCqAkiGkHEIohYBJEgohFELIIIRhCxCKImiGgEEYsgYhFEgohGELEIIhhBxCKImiCiEUQsgohFEAkiGkHEIohgBBGLIGqCiEYQsQgiFkEkiGgEEYsgghFELIKoCSIaQcQiiFgEkSCiEUQsgghGELEIoiaIaAQRiyBiEUSCiEYQsQgiGEHEIoiaIKIRRCyCiEUQCSIaQcQiiGAEEYsg6goH4qTjm9ZtcOiFK4JcT7ikQfx45LCLho2caXc14QgiWFqB+OMztwwcOPzZlUlsmjfljsv63/DI4kTjBFFXLBA3dchU0eq8GPCikgNx3T+bRBe87/C1tpdEEMHSCMQP2leJXJ5yzvzI46Zf960d2TSj1bMF4ikIoq5QID5VwmFRB28KdFFJgThl75gF7z3F8pIIIljagLj6/IzSy1NGLy9/Ygv+lRtzWWy7SDoNQdQVCcShKr7qy4NcVDIgjsyOW3DW3XaXRBDB0gXExS3irwFHfQtvmtctftP67wonIoi6AoF4n3JXM8hFJQHiY8aKx1pdEkEESxMQVx3mvjwdsQbdtpd709r/Nk9EEHXFAXFxhvtXWnh5CHBR3kGcVdVYcI7Xx33KjCCCpQmIHc1rQDdw05HmpgeYd7gJoq44IB5g/kqV2h3P3SbIO4gnCws+weaSCCJYeoD4unQNmAZt+kMdYdNbjJMRRF1hQJwrXRrU3sEtyjOIb4grftXikggiWHqA2Fa6PJ0IbTpM2rTWT+6TEURdYUA8XeQlI7hFeQbxInHFF1pcEkEESwsQF4mXp8zvkG33E7d92n0ygqgrDIg1xF+pGhnYojyD2FBc8J4Wl0QQwdICROFhwKJGA5vOljft7j4dQdQVBsRM+XfaIbBFeQVxpbxg9YO9JRFEsLQAcYB8eRoCbPqsvGkr9+kIoq4wICbgpUVgi/IKovygp1Kz7S2JIIKlBYjCc8xFdQU2TXDjsqH7dARRV3QQmwe2KK8gJribYvOJcYIIlhYgdpAvTx2BTe+QN63nPh1B1BUGROFViEX9PbBFeQVxeQIQl9hbEkEESwsQ5Sfp1EBg0yfkTQ9zn44g6goDovki53DDAluUVxALaokLrpFvb0kEESwtQPynfA24E9j0PXnTs92nI4i6woDYWv6dWj+CTMI8P8vcWVwwcg8HjSCCpQWIn8rXgLnAppvqiZs+4D4dQdQVBsTXxF9p7eAW5RnEp8QVP25xSQQRLC1AlN+rdQi0aR9p02zjJYwEUVcYEHVd6Xc6LrhFeQZx0yHCgg/aaHFJBBEsPUB8VLoGPAlt+nmOsGk/42QEUVccEKV3wjUIcFHe38v8kvBE0CSbSyKIYOkBYv5R5uXpGPlIr0aXmZvWMZ/eI4i64oCoLzR+pVlBHhAxicN/me8gvdLqkggiWHqAqBc1cF+e9kz4aQCuNpxoXHmEQ84TRF2BQNTHun6lmW8FuagkQMy/wLXiHnYP8k0QwdIERD3d9eRI/Q/hTZcdEb9p9hjhRARRVyQQdb+4X2k18Sjou62kPkLgtioxC67yL8tLIohg6QKi/iLuELEtvVwD1sS96qH+69JpCKKuUCDqTxuV3jy0edgYpOQ+ZGqBU/wm7MyO820viSCCpQ2IeuP9JccM2Xu0x/sbU44s3rT6P+TP7COIumKBqPXic+vlZGZVb3ZvoAsqKtmPIV06utepR53S6yGL71ApjiCCpQ+IWm96+6pz27btOGxaEg+/zBne7fjWZw6YmOjVuwRRVzQQUxc/qB6LIGLxg+oJIhpBxCKIYAQRiyBqgohGELEIIhZBJIhoBBGLIIIRRCyCqAkiGkHEIohYBJEgohFELIIIRhCxCKImiGgEEYsgYhFEgohGELEIIhhBxCKImiCiEUQsgohFEAkiGkHEIohgBBGLIGqCiEYQsQgiFkEkiGgEEYsgghFELIKoCSIaQcQiiFgEEeyPn4Nt2/aAd7jr/gyFtqV6DUabQ7+kegnufi28uKR6DUa/hX5L9RKMCs+nX1O9Bne/hDaneglG20KhP8WBP1II4tbgdsUYY7vOQClAEDf/Hmw7dgS8w123JRTanuo1GG0N/ZHqJbgrvCUdSvUajDYHfgnedYXn05+pXoO7P0JbU70Eo+2h0BZxYHMKQeRjiHwMEYyPIYKF+BgiVLl8DJEgEkQwgghGELEIoiaIaAQRiyBiEUSCiEYQsQgiGEHEIoiaIKIRRCyCiEUQCSIaQcQiiGAEEYsgaoKIRhCxCCIWQSSIaAQRiyCCEUQsgqgJIhpBxCKIWASRIKIRRCyCCEYQsQiiJohoBBGLIGIRRIKIRhCxCCIYQcQiiJogohFELIKIRRAJIlpZIOa9+/idD0xelNS8n0wYec+EWQXy4NrXx9025sUlCTcmiFgEEYsgEkS0xCDOOq+2CtfitnUeJ10yZN/IpqFqC3UAACAASURBVPsM/tYcffPs3PBgZtvRG+XtCSIWQcQiiAQRLRGIK3tkqpL2ec7LlPnDq5duWv2m/PjRb9qXDqrmb4szEEQsgohFEAkiWgIQP2+uYsu4PsGdX6HV58Rtqs5cFTv6YaO4wSoPSlMQRCyCiEUQCSKaDOKSxsrVdeiEm051b9ou5o7xnFru0UeEOQgiFkHEIogEEU0EcWNbN1sqYwI44VBjUzWoZHDl/sZgznvmHAQRiyBiEUSCiCaC+KCJmtobe2blsyxz08xZxaP/ECY+yrw3ThCxCCIWQSSIaBKI6xsKbqkR0HznSJu2jw5+lyuNPmNMQhCxCCIWQSSIaBKIL0psqcOQ6VZUkTbN+j4yOlKc+CxjFoKIRRCxCCJBRJNA7Cu6pb4Epntc3nRsZPTv4mDuWvcsBBGLIGIRRIKIJoF4tKza88B0V8ibDo6M1pdHP3HPQhCxCCIWQSSIaBKIxmtuIo0Cpusub9o5PLghUx59yT0LQcQiiFgEkSCiSSDuIbt1KzDdufKmkWdVVsqD6mn3LAQRiyBiEUSCiCaBeIjs1qPAdP3kTXtHRsUnmZV6xz0LQcQiiFgEkSCiSSAa7zWJ9CYw3XB50xsjo83kUeN4OgQRiyBiEUSCiCaBeLvIVo31wHQzZPKi70YZIA4eaMxCELEIIhZBJIhoEoifZ0hudUamKxCfkNkresSb10QQrzRmIYhYBBGLIBJENPGte47AVsYMaD7xtdd3RAcLWgmDuV8bkxBELIKIRRAJIpoI4oIc063zsPk2HGhu2jSvePQN4bbnMHMSgohFELEIIkFEkw//NcZgq9kKcMJPqrs3zY25bXm1MfFxeeYcBBGLIGIRRIKIluAAscNcbDWaB884qWr8pjnPxgzmn++auPkyYQqCiEUQsQgiQURL9BECo+PuNR8tfDRKwt6LO1jOnu/GDRbcEHevuf1KaQaCiEUQsQgiQURL+CFT8zqWqNVg1AZPc64YWnIjMWfIcvfohyeVTNz0CfmTCQgiFkHEIogEEa2MjyGdf+vfD6rR8KgLnjeORrPLvn+442H19jis42jpDrH++IYT96+xd5tLpiRyliBiEUQsgkgQ0fhB9VgEEYwgYhFETRDRCCIWQcQiiAQRjSBiEUQwgohFEDVBRCOIWAQRiyASRDSCiEUQwQgiFkHUBBGNIGIRRCyCSBDRCCIWQQQjiFgEURNENIKIRRCxCCJBRCOIWAQRjCBiEURNENEIIhZBxCKIBBGNIGIRRDCCiEUQNUFEI4hYBBGLIBJENIKIRRDBCCIWQdQEEY0gYhFELIJIENEIIhZBBCOIWARRE0Q0gohFELEIIkFEI4hYBBGMIGIRRE0Q0QgiFkHEIogEEY0gYhFEMIKIRRA1QUQjiFgEEYsgEkQ0gohFEMEIIhZB1AQRjSBiEUQsgkgQ0QgiFkEEI4hYBFETRDSCiEUQsQgiQUQjiFgEEYwgYhFETRDRCCIWQcQiiAQRjSBiEUQwgohFEDVBRCOIWAQRiyASRDSCiEUQwQgiFkHUZYP4zXuT3pm/yf4+CxZNn/TulwUJRtd+8dG0z5fb36u/CCJWeoG4fNaLr81Za3c1kQhiRQNx0RXNVFH1er5ld4+zBzQOT7x3v1nmYP4THXKLBjPb3LrS7m59RhCx0gjEn25tk1l0WcztMD7f+poIYsUCcc1lOaqk9p/b29/3vTJL5s08f6lr9I3DS/dab2Si25CpiCBipQ2IBSPrlV4WD3vD9poIYoUCcXFLFVvdV23tbnaTuIkbfxw3eldW3Gjn3XJnJbkIIla6gLi2c9xFMesuy2siiBUJxCX7qviyp9jZ25zarolrfBIzOtw1qE7eYGe3FiKIWGkC4sZ27svizXbXRBArEIh5bd2XBlVnno2drdjfmLjJ9yWjEzON0Uts7NVKBBErTUAcaFwUM56zuiaCWIFAvMO4NCh1ko2dmRczpfoWD65pKIxOs7FbGxFErPQA8f0M86LYYJXNNRHEigPiT/XMS4NSr/rf1xc5wrzZc6OjN0t7Pc7/Xu1EELHSA8QTpMvijTbXRBArDohjpUuD6uJ/X9eLE/8jOtpEHLVyV91CBBErLUCcL14Um9hcE0GsOCCeI14cauX53lcLceJDIoOzxEF1q++92okgYqUFiLfKl0XhdbNJRxArDoh7yxeH2X53lSc8MFPU6vDoQ/JgR797tRRBxEoLEB35svigxTURxAoDYn62fHF4xe+uFsnzRu8V3yAPtvW7V0sRRKy0APFY+bJ4vcU1EcQKA+JPCdx6wu+uPkkw8Xvh0cHy4MF+92opgoiVFiAeIl8WB1pcE0GsMCAWVJUvDlP97urbBCB+ER41XpUd6QS/e7UUQcRKCxBPki+LNl+bTRArDIh6P/ni4Pv53k1VxHkz14dH5ee2VTe/e7UUQcRKCxDPly+LYy2uiSBWHBAvEC8NjfwfakH+wxt9lHCR/JTLQ773aieCiJUWICZ4gu9Li2siiBUHxInipeFi//u6W5z4X9HRI6TBzO/879ZKBBErLUBcYr6JtLDDba6JIFYcEDccKFwasny/6kbrFXWFiWsui46K95ktvBzcTgQRKy1A1N2ky+LDNtdEECsOiPpZ4dLQ28bORggT31Q8uOkwczBnoY3d2oggYqUHiF8KbzI9zOqx4wliBQJR9zQuDQeusLGzDScbEx9b+gaYT2sYo6Ns7NVKBBErPUDU9xsXxeo236dCECsWiHnHuy4N9eYKp0qi5Qe7Jt5/Wczo8+6noW2+8MtnBBErTUDUl7ouilUm2F0TQaxIIOr13ePvLXxha3crTomb+KT4D5N6M+44O1nl5X3MRRFErHQBUd8Wd/T2erY/Q4AgVigQtX6i9NWINa5fY29/G0c1KL2U3eM+IvbXMZ+40na6vb36jyBipQ2IenrpG/gye31te00EsYKBqPOePq9RhlJ1/j7S/UlQPls19tz6RRqeNeYnYXTuTa2qF95BOWDA63b36jeCiJU+IGr9+sADqihVrfWNlh4wio0gVjQQi9rw7W76mKe8b8s4mNjvv2zcsnt26yOCiJVOIBZWsORHq0spiSBWRBBTU+HZvzXVazAiiFhpBuJuiyASRDSCiEUQwQgiFkHUBBGNIGIRRCyCSBDRCCIWQQQjiFgEURNENIKIRRCxCCJBRCOIWAQRjCBiEURNENEIIhZBxCKIBBGNIGIRRDCCiEUQNUFEI4hYBBGLIBJENIKIRRDBCCIWQdQEEY0gYhFELIJIENEIIhZBBCOIWARRE0Q0gohFELEIIkFEI4hYBBGMIGIRRE0Q0QgiFkHEIogEEY0gYhFEMIKIRRA1QUQjiFgEEYsgEkQ0gohFEMEIIhZB1AQRjSBiEUQsgkgQ0QgiFkEEI4hYBFETRDSCiEUQsQgiQUQjiFgEEYwgYhFETRDRCCIWQcQiiAQRjSBiEUQwgohFEDVBRCOIWAQRiyASRDSCiEUQwQgiFkHUBBGNIGIRRCyCSBDRCCIWQQQjiFgEUZdLEDd9/sHGxKPfvfLRuoSDBUvm/bAbVqT1xpXfr9otE/uIIIIRRCyCqMsfiONaVVGFZe53pYDi6kv2ySgarXrcZGHTxf9sk104WO30By3bNfeawzMLJ67tPJZnd2J/EUQwgohFEHV5A/G1RqqkqsPdo4OzS0cP+Mg1uHJo1ZLBBiM32VvTd72zSiZu+oS9eX1HEMEIIhZB1OUMxOsyVGzHxd1IXNM8bjDz/rhN5x8UN9p+pa01vbdX3MS9y8+NRIIIRhCxAgHx1xeH9ejSd8SnO2O/eZlT3CSCWFp/5eqAmMG8Bu7R2FuQc+q6Bg//yc6a3qjqmvjUMh7fDDaCCEYQsYIA8ce+jtPtwkL57twW890+TveekV4hiCWNcYun1Omloy2NwYxXSgaX72+MnplvY00L6xkTX2JjXhsRRDCCiBUAiH/0c4Z8szP061OO83LMt7s6XyXaovKCuC7HBFFNLB4dJQzWKDHvAmF0tI1FtRMmfs3GxBYiiGAEESsAEN91um4KfzHCubT0u5sdZwVBdNdNsEc1jA7m15BGh0VHP8sSBhut9b+ml6W9HlXgf2IbEUQwgogVAIjTbx0b+eItp0vpd7XjbCSI7twP1kV6PzI4ThzcI7rpAHH0cf9rOkOceLr/iW1EEMEIIlaQzzK/7fQr/cdqx/mVILp6Q7RHdYmMHiePfhEeLGgsDnbyvabVMtJX+p7YSgQRjCBiBQjitqudR0r/9Z3TSb94y+VXj4l5JPGP/0X6+f+Cbdu2gHeYqN4yeftGRmvLo8PDg1/Kg3v5XlMCpNv6nthK/y282KR6DUa/hn5N9RKMCs+n/6Z6De7+E9qc6iUYFYL4hzhgGcSd/5l/jXPZL6XfWOB06hF51c29W4u/N6BNpAm+dlWBay/jUycyWkUevTg8OEcezNyaeG9Yk+SJm/qdl7GKlHFF8gXig4XwDXl5c8x3ZjrOFXN+3bqqcOTR4u9VehBby/jkREYz5NEO4cE35UGV8IFatNHyvNX8zstYRcouiKM7O06Pfy2I+U7+vAWRXYx3OuVFv1fpQTxNxqdWZDTBLcQ+4cFP5cGMv/yu6Xl54sZ+52WsImUXxFBoy0/Pd3WeEgZ+7ey8E/2yYH2kgp+Dbfv2gHeYqF4yPvtERmvJozeGB7+QBxv4XtPr8sStfU9spaIn5lK9BqPfQr+leglGRde0VK/B3S+hzalegtG2UOhPceAPyyAW9pnjLBe+Pch5xvWdSvss82QZn3Mio0fLo/PDg/l7iYNn+17TSum14koN9j2xlfgsM1iIzzJDBfmym509nSnCtwc4EwliNPle8RuRwfvFwVrRTfuIow/7X5P0RpWSNaU6gghGELECAPGeq6JvVt7eNea9e3NeXRj54n+dnBkEMdqZkj11o4Mbc6XR/tHRD6XnXOpZOODNM9Jem1s8tpifCCIYQcQKAMQ7nEsi97/nO868mO8OijzeP8Hp+h+CGG11toDPY8WjNwmDuSUHnuksjN5tYU0FbYWJJ1mY2EYEEYwgYgUA4pJOznXLdob+mtHbGbCl8N9Trx1R+N/vOjk3ry7c+cROzgT3FpUXRH2raU+b0tEDzNHxJYPfNjIGj99gY02fmu+h7mZjXhsRRDCCiBXEY4jvd3GcLr0dx7loZdE/xzm9i/43rbPj9Oxf+J/ROwhiaZ3c9uwZc+zBVTXdo7HPbXxQzTXY9Hs7a3refdyI1ok/0SXgCCIYQcQK5EmV9U9e0b3zBde/8lsoBsTQ6kcHd+vaf9Qi8/SVGUT3kyMHr44dXBZ/KzDjmrhNZ+wdN3rMd7bW9HL8uwbPKj+fNUUQwQgiFj9CQJczEPW4mNcbZvVzDeZ3ziwdrf+Ka3RJz9LR6tdZPND/gphne+rdY+Wws3YiiGAEEYsg6vIGotY37hd5xrjeeSvMwW/OjtxcyzxopLDpp4Obhm86HnWTtZuHkaZdFH6hY9bxd1j7pBYbEUQwgohFEHX5A1HrdZ898+iHCeVZ/srIx2Yl/FiTZZ++McfSh6nElf/dvz+Zb+GAs1YjiGAEEYsg6vIIYtHZvzXVazD6M/R/qV6CO4IIRhCxCKImiGgEEYsgYhFEgohGELEIIhhBxCKImiCiEUQsgohFEAkiGkHEIohgBBGLIGqCiEYQsQgiFkEkiGgEEYsgghFELIKoCSIaQcQiiFgEkSCiEUQsgghGELEIoiaIaAQRiyBiEUSCiEYQsQgiGEHEIoiaIKIRRCyCiEUQCSIaQcQiiGAEEYsgaoKIRhCxCCIWQSSIaAQRiyCCEUQsgqgJIhpBxCKIWASRIKIRRCyCCEYQsQiiJohoBBGLIGIRRIKIRhCxCCIYQcQiiJogohFELIKIRRAJIhpBxCKIYAQRiyBqgohGELEIIhZBJIhoBBGLIIIRRCyCqAkiGkHEIohYBJEgohFELIIIRhCxCKImiGgEEYsgYhFEgohGELEIIhhBxCKImiCiEUQsgohFEAkiGkHEIohgBBGLIOoyQCx4e8gRDVSNg89/Zo3nSV84tVaWUtn1u83yvOmc7ntmK5VVs91EaXTG1Uc3zKx2YMdHVwiD6yb0aF5L1W9x6Rv5Xveaf/eRuZkqI2e/IcsTnKK8gbg2/MPu1WLwm95/2DcHF/5mazbv8exaYfTHcR0PrJa5V+thHya1LoKIRRArGIhTW6ni9rx3g6cpX9unZFPVaqGnTRe1Kd200Uvu0Y/alQzWHu6+Mm98sFHJ6BFTPO1V31qtZNPMrrL/5QvEjQ80LFlxy1e9bfvqkSWbNnxgo2tw7fA6JaMnz0hiZQQRiyBWKBA3DVGxHf+9hxkHxm2a9ZiHTZ/Jitu2b/zo7XGjh34RN7j8b3GbDnRf08sor2XcprXnSicqVyAuPyluxYM8/LCbLo3b9KT4W8RfHhY7mDnC+9IIIhZBrEggbjpbxddkMTzhma5N1b/gTe9yb9oudnSAa7DepzGD3x3gGm0P36pdt6dr02zpzmJ5AvHb/V0rPgMWcaP717PftzGjs+u7Rvt5XhtBxCKIFQnEwW6ZVEvp4SapK41NM4y7vgl6I8PYdlDpqKGlarKsZHD9McZof3Cv+ghj02rCA4nlCMR1RxsrHoBuO9DYtPW6ksHlTY3R270ujiBiEcQKBOIU43oRR1NZzTFRU9Ww2y/5NYTdflQ8OjvbHDynZNurhE3FZ2XMbhI2bWmerByBeIWw4snYpi8Km15eMuqYg1mfeFwcQcQiiBUHxPwWwtUmZyE0nbQpeMfrcmnTg4pHjXviRb0bHVycKww2hxzOqypN/LZxuvID4lfSig/ZhGy66TBh05xF0dH3hD9m6jSPqyOIWASx4oAo3UBU6lJktm/ETXOhlUg3EJWaHxmcKw6eG91UuoEI3kSUbiAqdaRxuvIDonQDEbyJKN1ALL2JKNxALGy2t9URRCyCWHFA7CdeMZogsw0SNxVucJnNlDftExkdLg5Wiz6yeZA4egGy4ubiptnG6coPiM3KOp/Kro+46f6Rwbya4ugt3lZHELEIYsUBUb7GqYXAbAfLmyI09Zc3jV5b/y6Pvh4elG+Xqn2Rn7+KvK1BeLkBcbG84KbItvvJ20buM78tD/7N2/IIIhZBrDggVpOvGW8Cs7lfthHtRGDT0+VN60RGE0g7Njz4vjyYDTyuli9vqka6T1huQJwuL7gK8IaVghx522nh0fHy4AHelkcQsQhihQHxpwRGPAnMlsDS5sCmR8qb5kRG68qjkdc4Tkqw4qW73uuiBJsOdp+w3ID4fIIVJ3rPYUw/JNj02fDonfJgDW/LI4hYBLHCgLgpS75mvAjMVlve9Ghg0xPKvD7uK4/eFx58I8EVHXjt5JoEm97kPmG5AXGqvOCM9bveNE96GrmwyBsdR8uDDb0tjyBiEcQKA6JuKF8zkAM1NJE3PWfXW+puZV4fzRdeh4s8kSw/BV18b7vsMuVtn3WfrtyAOEdecD1k2wSPaESeSJafglZHeVseQcQiiBUHxPbiFaPaOmFrd2fIVyrjETmhR+RNT46Myk+5ZHwVHsyTb5iejPz8shEZK92nKzcg5tUSV3wKsu2p4qY188KD38q3H/vuYk5XBBGLIFYcEB8UrxjIrbwEL2HMyAM2zZdvqz1T1sTFLxeUb13eg6xY3rSRcbpyA6LuIq54FLLpveKmnaKj5jsCi0IeKYmJIGIRxIoD4nLxBWnPQ9OJmwrvhBMS7xVXiw7miQ8iFpMnclltCbLXueLtoquN05UfEF+WFlwdeAJJ62Xii9+LyRO53Af5YxYTQcQiiBUHRPHdG20LoOlGCZtmzIc2XSTRNLx49FFhsGnJlfVkYdRETewkYdOa5snKD4jiiq/FNr1e2PSE4sEN7iMGFfWwx8URRCyCWIFAXGu+5bXax+B8wqu6u4Ob9jU3LX17TL750uysV0pGPzNvmR68CtvrMuGtwc+YJytHIM42b+c1B3/Y1YcYm1YvfW/ea+brC06C3iMdE0HEIogVCET9ZT3X9SLjKXS+VQZNh8FrOcq9abWYTwr4wbj9Env40onuRyDrYjdLC3vLuGVqvAhRlysQ9XPuH3aPz9FNFxq/2Qkxo8Yh1poCr26MjyBiEcSKBKKes3/c9SL3CXzCxa7nbVvhD0JtbOtCbWHs6Det4gaz7ozbdkL1uNEmn2q4ia4ji4lHOitPIOpn43/Yph4OwDA7/u171eJvDN8Tf1YciR8XuDiCiEUQKxSI+ofuMbdCWs/0MmNe7AN6WdBBckoaGnun7XjXC33WDYp54/HBU12bfhKjaUZXL595oBfEHhi1hox/uQJRz4p5Biqjm6ebccu7xdwiPsb94tLXYw52UWUgelTgmAgiFkGsWCBq/XHPyL2rnFOfxp5PKe3To6M3NKp38HqXa+U50QfIso/6yBz9vF/kg6SyThhtHuywYEL7yMOBdbt7/nSk8ftFlag/JMF7gssXiIU/7OmRNybv4f2H/ajHHpHf7OkTzN/sxjEnRv4oNey3IJmFEUQsgljRQNR600eTHnr63Z+SmnbKTb0vvsPTDcuSZo267JJbX0kwWDD7hTHj30nE7Op3n3lo0gwPH7lU2rrHru4x+P7vEo6XMxALW/X+K0++9VFSP+zGGUW/2URPxCx/e/yYF2Z7/nTTSAQRiyBWPBBTFT+oHosfVA9GELEIoiaIaAQRiyBiEUSCiEYQsQgiGEHEIoiaIKIRRCyCiEUQCSIaQcQiiGAEEYsgaoKIRhCxCCIWQSSIaAQRiyCCEUQsGyDqpV8sLI0g2oggYhFEMIKI5RvE325yHTKfINqIIGIRRDCCiOUXxN+ND4ojiDYiiFgEEYwgYvkF8e6it5Ke0OHc0giijQgiFkEEI4hYfkFso7In7rRgIEGMjyBiEUQwgojlF8SaaqhtDgmiJohoBBGMIGL5BbGqmkIQd0MEEYsgghFELL8g7q/eJYi7IYKIRRDBCCKWXxB7qocJ4m6IIGIRRDCCiOUXxM8yWm4niPYjiFgEEYwgYvl+Yfa9qs9mgmg9gohFEMEIIlbyIH4V7tsVj9Y64M4Pv/yqJIJoI4KIRRDBCCJW8iC636HCd6rYjCBiEUQwgohFEDVBRCOIWAQRK71A7JAggmgjgohFEMEIIhaPh6gJIhpBxCKIWASRIKIRRCyCCEYQsfyCeOGFm2L/eV/93gTRRgQRiyCCEUQsvyAqtSL2n8+ppgTRRgQRiyCCEUQsyyDepnIJoo0IIhZBBCOIWH5AHFuYUiPGljT68mpqT4JoI4KIRRDBCCKWHxDFlyF2Jog2IohYBBGMIGL5AfHiQzMMDw9eRRB9t+nNy85seWi7C57+SRpd/mj34w864oyr3ssPel2VBsSNY45pkFulVtM+C5LaPFkQ5/dpWqtKboO2YzYmtXmZEUQsf48h/vdDpa6+s7Sx07dZ8LCSg7jp4X2K/7zkXvWje3RJ/yrFo82eLQh2ZZUExPyhOSV/4JvPSmKC5ECc1bxkrzlXWP9jRxCxLD+pYqdKDeK3bWJvcdd/O350Ys3Y0dMML3drlQPExfVjz+KMK73PkBSIV8Td3Wqw2PsMZUYQsfyCOGLEfwiizebsHf8YRM7jsaN3ZcaPHvR1kGurFCDOzIk/i9VZnqdIBsQOrr3mzPQ8RZkRRCy+U0WXKxB/OMB1xVBV3igdfS7TPdpyTYCLqwwgrqzhPovVIK9zJAHiFcZeqy33OkeZEUSs5EFcJbbia4Lop7OMK4ZqUHK/eHF1c/TiABdXGUA83DyL1TSPc3gHcZqw18M9zlF2BBGLh//S5QnEt6Rz9B/Fo72Ewaw5wa2uEoD4ivQL2M/jJN5B3E/a7SseJykzgohFEHV5AvEU6RyttjoyuDhLGu0Z3OoqAYjNxMu0x5uInkGUbiAq1czbJGVHELGSB/GkSCefUPirq33E8W0OrlJ4c+WcHoMJYvKtqCJeMyZERkeKg3V3w4vWEpT+IOaZr6wt6lxvs3gG8Rxxrxl53mYpM4KI5ftJlaUtat66PPzV9jn9M9t8b8HDygvis+IVQ/WNjJ4hj04PbHnpD+IY+Syu720WzyDWk3f7iLdZyowgYvkF8T/7V4/5WKmpGQf+TBCT73b5ivH3yOhh8ujjZc9psfQH8VL5LM7xNotnEN2v9Il2qbdZyowgYvkF8Q51Y+w/e6q7CGLyXS5fMQ6NjCa4HTEisOWlP4jnymdxhrdZPIMo31FXZ3ubpcwIIpZfEFurmbH/fF61JojJN0y+YhwZGd1bHh0Z2PLSH8Ru8lmc6W0WzyAaLy+N1NXbLGVGELH8griHWhT7z3dVPYKYfKPkK8aZkdFW8uiEwJaX/iAm+IuU620WzyDmyrsd5m2WMiOIWH5BzFVvxv7zCR4g1k9vyFeMqyKj0ssQC5sb2PLSH8Sp8lnc1NssnkFsKu92qrdZyowgYvkF8QB1dsy/dhyv9ieIybdxD/GKEX0eeYI4aPXVamWX/iAmeHrD47MbnkGUn8vx+FRO2RFELL8gDlLq4o3F/1jfQ6l+BNFHF4u3T6LHglojcnl9cKurBCC2k87ijO+8TeIZxO/EZ1XaeZuk7Agill8Ql+cqlX3C4DseuP/2QcdnF379lXgygoj1tfRo0vji0TuEwfriQWR3T5UAxCXS8xvtPU7i/a177YW9Zi7xOEmZEUQs3y/Mnlo17pf4hAUPKzGIerh5xTix5GChecIrEW2+eHdXVQIQpdvoOSs8zuEdxBXCXXW7h+0giFj+D//1ffcSErPOnG/Dw8oMYoHjvl40+b509EvjpYgDg1xcZQBRt3SfxRlv7Hqj+JI4/Ncbxp3mll6nKDuCiGXjeIi/fTD6+iGXXXvv29oKh5UaRL2uU/z14uC4j/X4uHH8aL/g3sisKwmIea4DgGWN8zxFMgeIfcx15I7Dbb6RWRNENB4gVpcvEHXB8GoxvxnDNwAAIABJREFUt066rIwfXXJazJWmzoPBLq1SgKh1z9hba/WS+FCVpD5CYGbsU2YZvbxPUHYEEYsg6nIGotbfXhK9Z5xz5nvm6KvtsiOjja74IeCFVRIQ9cKji59aqTs8me2T/NS94XWLb5S2+SKZ7cuMIGIlD+K6dfnh/7ojiP7b9M6YW298aPIqefSHCXddccPoDwL+yD1deUDUOn9sz5OOPmfowuS2TvpzmRdcfvbRJ/Uauzs+X5YgYvk5QOxRIekwsQTRRvygeix+UD0YQcQiiJogohFELIKIlV4gtmnTO/xfdwTRRgQRiyCCEUQsPqmiCSIaQcQiiFgEkSCiEUQsgghGELF8gNhk8Nt/EMTdFEHEIohgBBHLB4hKqaodHv6RIO6OCCIWQQQjiFj+QCyq+bAZWwii7QgiFkEEI4hYPkB8c8iBURNrdnlyPUG0GkHEIohgBBHL35MqP47rXDuK4lE3z9lOEK1FELEIIhhBxPL9LPO22f88NvrOz3oXTLJzvBuCSBDBCCIYQcSy8rKbn18duF/ExMzj7ySINiKIWAQRjCBiWXsd4vJx5zXiW/esRRCxCCIYQcSy+sLsLy7IsgLin78F2/YdAe9w120Jhbaneg1GW0K/p3oJ7v4svLikeg1Gm0ObU70EoxRcrXbZ76EtqV6C0fZQgkX96RHEgleHHpFh6RbiVgtzMMaYtQyUypBuy6ybWkeOMpzbfpSFff/xS7Bt2x7wDndd4d+jbaleg9Ffof+megnuim75pHoNRr+Hfk/1EowKz6ffUr0Gd/8N/ZXqJRhtK7wlLQ4Y78pLBOIPYzvWiBz2vNX1H262wCEfQ9R8DBGNjyGChfgYIpS/xxD/+/rg/SNPL+/b/8UCKxgSxHAEEYsgghFELB8gzr/jpMine9RyHllmDUOCGI4gYhFEMIKI5fe9zLXPuP2zbVY1JIhFEUQsgghGELH8gVj76iW2MSSI4QgiFkEEI4hYPkCsGr6J2KDbuOUE0XoEEYsgghFELB8g/j7tioMjz6g0sfmMCkEsiiBiEUQwgojl850qq8Z3rRN5zc3RN370F0G0FkHEIohgBBHL/1v3tn32z2OzwihW6/DANwTRTgQRiyCCEUQsO+9l/nnKoAMi954b9SWINiKIWAQRjCBi2Tu4w8pn+h+SwaPdWIogYhFEMIKIZfNoN+te7GnnaDcEkSCCEUQwgohlC8S1T/WNvomPINqIIGIRRDCCiGUDxD/fH3ZY9JNV9hkwtfyBuOqZy88/vdew1zYkOkFiEDe+fk2v08+/7MmV4uj8Pi33bdDspAc3WlhkXN/cN+R8Z+Dwj23P67MUgJg//cYLz+hy6SPfJxhPCYhPndp8z71bdPlQHFw3+cpeZ/e6cvI623v96akhhRfja6bKl7YFdww4++wBdywQBze8dvXFZ1849OmfktjtrOEXd+g46L6vk9h0V6UliEsePDM3gmHWCXctsqChbRAX9ciJal1nmOxaQhBXXbdHdNOcrguN0ef2jA6qzDMTTJxc007IiE7cdMwmmxP7LXAQ8+5sGD0nss74RDxF8CDm9c4u/r3XGmmMLh1QPTpYfcBSm7v94rzii3Hda1cZo8+3KF5Ti4nG4E9X1ym+GJ//pbe9bno4+tkgKuOEd5JdesLSDsSfpwzYN3p+1e89+f/saGgZxNuKL0dF1XtRPE0CEF9tELNplVsK4gbXHRUzqLIfsbbgtefFTnz459Ym9l/QIH7UNOacyLxUumkUOIhv5Mb+evZdFj86tkbMYI1Hre21YHjsxbjBlPjRZX+LXVM7163pl+vFDObc6mW3nx8eO/F5a/3+GK7SDMTbTsiK/vFoNfzfO6xpaBXETb1UXFl3SaeSQbw/O37bLrF3uZfUix9UQyyteMmR8fPu8ZaliS0UMIgTqsWfFe3MW0aBg3hfRvyacmfFjl7pulBcZWmvG7q5LsajYkfnNIkfbfrv2NF7suJHe+AP8Ly9R/ymLZdY+nmipRmIkTOpVten8mxiaBfEwa5LqMp4XDiVCOJzme5tLygdzG/sHlR3WFnw+mPc89b6zMrENgoWxOk57rPiNPMBhIBBfCvDvaZqy0tHbzUuFLfZ2W1/42L8ZOng8v3co01ibrdOMFY8CN3rvDruTY+0exsx/UA85JqPdsfnn1gD8SnjEqqqzjFPJoH4eQ1z24dLRk8zBzPm2ljxRebEzfJsTGyjQEH8YU/zrLjROFWwIK42jC789ZSMvpVlDGZZuX3/qLnXavNLRk82R/9eMji3mjkq3SYQyjvI3LSvjR+npDQD8axHVu4GDG2CuL6J+StVZ5qnk0DsLGy61+ro4GfGn93CWlhY8WzzOmXrtqeFAgXxcuGcqPat+1TBgugIa1JPRQcLjhQGjywoc0KotY2EiTsWj06U1jS5ePQcYXAf7Anwu4RNM+WntpIszUDcfdkC8T7psqLMV0sIIM6WyCu5B3S0OPEsYxbPide4euXlJmKQIH4v3BhT6lL3yQIFcY3xKEpRDaOjz4sXCvNJX89JMqmMYppaSKMto4Mfi2synxwXynM/Sh6u4643xCOIAYP4N+lXqq40TieAeIO4aZvoaLY42s33gtcKd3AKm7LrLQMpSBAfFs+Jfdw3uAIF8TZxTSr6VMP54mB3/7ttK058bWRwgbymhZHRYeLgCchep4ib5q7x//OUlP4gblq2zManq1gC8SfZrUONEwogthY3zYy8okG8l6LUnr5X/II88UDfE9spSBA7ymeF+1Z4oCC2lNd0dXiwoK44uIfv+8zLxdul6sjI6J3ymqI3AsWbjyprBbDbQfLEL/j9cWJKfxCHqvL01r1P5V9pjnERFUCUL93qvfCg/HdX5fhesXjnSKnTfE9spyBBPFw+K55xnSxQEIWneYrqEB5cLg+q5buYdJd9KM9bKzJ6iTwa/RtaXR6dCey2vbzpnX5/nJgIYrAgyjf6hYuoCeK6BJtOCI92kwczfK/Y/Tq2aIf7nthOQYIoPoKl1N2ukwUKovyAhjoqPDg7wUXmU797nZRg4sirMs+VByOP9f2UYNPJZe0v2hHypkP9/jgxpT+IV2VlZaUFiOsTbEoQg6q+fFakFMQEt7fKBnG2372WDWKChxbKBhG535vg8YGhfn+cmNIfREtZAjHBRdT/XearE0zse8V3yxPzLnNJlfAu8wx53uhd5gHyKO8yJ1k6g7iqivgrPcw4oQCi/MKa6JMqCZ778P+kykvyxPB7C3Zz5eBJFffr4AIF8Sh5TdeEBwv2EAfr+X5S5QfptanFt0sT/Q2NPqki3+/N/hHY7aXyxHxSpeKCqNuJv9J/GKcTQLxJ3LRtdFR++tr/KyzWyX/RK+PLbsaK50TjlL7s5g7ZiOgb5XqIgz387/Y4ceLrIoOfy2uKHtXmGnHwRGSvr4mbVrP55j2CGDCID4i/U/P+ggDiHPGF2cXvGWkjTuz74XP5/TGqfmV8YfbyXOmsuMx9skBBXCe+AKZRdHSyeKFAnr/YRfdI82YUPzYpPtYXvfmoPxEvxqMS7Sm2DQ2kTR3/P05p6QXiqgSVIxDzmgq/0rPN00lv3ZOeOGlU/OdxrnQ5a2lO4rk50t0j9xMJKSvQt+5JTzDVMA63Euxb97pIRjwbHSyQHmY52sJb99btI0zcqXhUfPzmpeJR6ZGHfddDux0pbJrl+ymi2NILROn3UFQ5AlFPMJdXbZ55MgnEL2ua244rGe1gDmbKByv2mPAYefPycgMxWBB/FN7BO9w4VbAgrqkq/HpKRqcJB3eYZmO3T5h7rbGwZPRUc7T0WbgFwoMwT2N7zTvU3LS/jR+nJIIYNIjmzYwM6dIgHv5rsnH/6JLSQeHwX/dbWXDese5561qB1krBHv7rA0Ofc/KNE6X88F81Yg6Wbj7BIR5+03vGExyZz5UOmof/2j/mmW3z8F/Gww6J+tx4mqit3b/N6QXicQkqVyDm943/jWaL72uXDxA7xvUk9fmxB4hd7n6E5QpLK17muuNVz8ptDDsFfIDYya4jsJ262jxN0AeIHe36M1k97oHja+L1ybja0l43uo5znP1A7Oi8/eNH958fO+o+zvEF+KdSTHe9GLS11Q9FSDcQd2M2P0LgntgH5/eSn69N8BECb8beaas6In5wY9yRXKs8YW3B63vFXqtaefwQjN1a0B8h8EmzmHMi6wrpmhz4Rwi8G3cf9ADXu4LH144ZrGPvQqFvj7253PD1+MHlcfea2/8QP/raXjGDuZ5us37ZKmbTjF62PzerEoBYMGluOQNRf927mMR61ws3MYpK9CFTa28p/hNZtcciY/SlEi+zOiaYOLneb1d8M6TZOPNOYgoL/EOmNowsfmgi+xzhwL46FR8ytbF/yYHJ6o42RpcPrhUdrDXY90uyY/uqVzGJ9W4yjzjzUolcrV82BlffUPw+yNwLFnvba/5jxUeJzWz3frJLT1glAPEbdVR5A7HQteeH9exw4Y1vJryvkPhjSDdNu7FPhx7/mCCDt+iS1vvtecgpY62rtfThK3p1vvz28vPhAZFS8DGkBTOG9+vQfejjiY7PkpKPIZ3c4fCG+x7ZS36ZVd4r11zoXHjtFOtPha2Z8I+eHfrc+LZ8Mf5y5KCOzqWjzL/bRW1664YBzkVXP5fMsbs+u23g2V0ve9jyveVwlQDEu1T18gfiLuMH1WPxg+qx+EH1WOkJ4p9P9moXfT6lTUOl9iaINiKIWAQRjCBi+QbxG9eLnwcRRBsRRCyCCEYQsfyC+L94DxsO/Y0g2oggYhFEMIKI5RfEh5Q68cWvvlZq2Tdv981pt9oChwRRE0Q0gghGELH8gniKarMtFNoceYPKF03rf04QrUQQsQgiGEHE8gvinuqJUAmIocW5jX4miDYiiFgEEYwgYvkFsYr6OALi9vA/B6kHCaKNCCIWQQQjiFh+QayqPir873alfgn/c7oqX+9lxiKIWAQRiyBipSOIjdVTRf+rpr4O//Mb1ZAg2oggYhFEMIKI5RfEDuqUHYX/O1TdH/7nByqHINqIIGIRRDCCiOUXxEeUOvO9UKiPqv994b92nKX2IYg2IohYBBGMIGL5BfH3fZRqEwq9rVTNwY/c0UqpngTRRgQRiyCCEUQs32/dm19fnRUK7Twl+laVKl8QRBsRRCyCCEYQsfwf3GHT8DuLzuyzIkeIm2rBQ4JIENEIIhhBxLJ3+K/5d195w6T/2fCQIBJENIIIRhCx0v4jBJAIIhZBxCKIWASRIKIRRCyCCEYQsSyAuG5Mj5Z716rTuO3FE38hiJYiiFgEEYwgYvkG8a8rYz7msNbInQTRSgQRiyCCEUQsvyDuPDv+gNn9CKKVCCIWQQQjiFh+QXy+EMFTH/n0x40bfvxkbPvCf7xBEG1EELEIIhhBxPILYnuVOaX0X+/kqHMIoo0IIhZBBCOIWH5BbKAuif3n9TzajZ0IIhZBBCOIWP4PEDsl9p+zeLQbOxFELIIIRhCx/IK4t3or9p9fqH0Joo0IIhZBBCOIWP4fQ3w49p+vqg4E0UYEEYsgghFELL8gTlZHx770sJN6kSDaiCBiEUQwgojl+4XZvdXFJSfdcZfqauOV2QSRIIIRRDCCiOUbxD+GZ9W/8sV5S3/8+p0Rh2YMXLF6VaQ0AXHxuOGDr3/go4IkZv1pwp1Dho18LU8endL75JZ/u+ClRBsTRKyUgLgy/JuduiHReNIgvnPqwQ32PerKBBeZMlvc9fCGDQ8/79tE4wQRy/+zzAlKBxDzH2+VEflpGl+3yuOc09vnRDatfcGXxuDqTjnFB9Q9R56YIGKlAMR3T4v+8ur0XiSfIkkQu2QVX3n2fN/jpndVK9602kj5FAQRyy+IiTxMBxDntIz5eeo/7WXGlZ1jNs25ZlP86KiYt3+r7LukCQgiVuAgrugY+5u9Ll86TVIgTsqKmVi18rLp0jqxm9ZdLp2GIGL5BfHQ1m2PE6v4IL5cK074jGvw+80Lm8f/dTgj7mZgb9ffjvOEGQgiVtAgLjgo/nfXYbVwomRAvNp1oaiD3yV5IzN+06y3hBMRRCweD1EnAPG9qq6LqBqOzrd8P/emp8fcRhzqHlSXmFMQRKyAQfy+ift310G4jZgEiA8bF4p66KaLM92bZgqPJBJELIKoZRCX7WVcRDNfxqYraGdsqoaVjE42B9UzxhwEEStYEAtONH9315on8w7i4gxz4uPAbWuYm9Y0T0UQsQiilkG8RHCrWcLnFeN6Rtg05/Pi0QbCaF1jDoKIFSyIT0i/WfM5M+8gHiBMrOZCm5p3OAq70jgZQcSyAeKCf53T6sC5hV+syUsbEBeJT5+PRmYraCZt2j06er80qG5zT0IQsQIFMX9/6XfXyzidZxDniheKptC2WdKm2cbJCCKWfxC/bhv+Fcwq/PLmqqPTBcTbxYtoO2S2GeKmNdZHRg8XRw9yT0IQsQIF8T3xd1fLeNmgZxBPEyfOQDZ9WdxUveY+HUHE8g3iZ7mqBMQjlbovTUA8QbyYVVkJzHadfBGNvgZb/IOuMt0PzRNErEBBHCb/Zl91n84ziNXliccCm7aWN23rPh1BxPIL4u8NlTrl6a8iID61h8r+KT1ArC9fzmYAsznyppF7xUvkQbXANQlBxAoUxHPk393d7tN5BlF4SqUoB9g0wQW1gft0BBHLL4ijlRpfNBgGMbQgR92UFiDmJbiITgRmO1be9LLw4JQEID7rmoQgYgUKYhv5d2c8g+EZxAQXiqOATavJm1Zzn44gYvk//Ff3UCmIoX7q2LQAcU2CiyjydpVW8qaRFxs+n2Bi970jgogVKIhHyL+7Qe7T2QLxMGBT49Wykaq6T0cQsfyC2EhNjQXxJbVHWoCoa8mXs2nAbB3kTW8ODy5IcNn/yDUJQcQKFMTT5d/dv9yns3WX+XRg0zrypsYLuQgill8Qc9SXsSB+prLTA0T5yWD1DTDbQHnTx8OD+Qku++tckxBErEBB7C//7oy7DZ5BTHCIFOE130bia7yUOth9OoKI5RfEWmpuLIjTVd30APFK8WKG3IdJ8EKIrO8jo/uIo3u5JyGIWIGCKL3JSKnsH9yn8wxiC1m1tcCmt8mbGkcMIYhYfkE8RI2JBfE61SI9QHxfvJhdh8yWJ96LOTE6OkicuI97EoKIFSiI62pKvzvzxameQZwgXihqQ9uKdznMlzASRCy/IF6qDvi1FMQl1dXl6QGiPkW6hIoHVjK6RbqIFr9Sdl2OMJhtHDOFIGIF+9a9G6Tf7JvGyby/dU+Udhy06fHSpicaJyOIWH5BnKfUSaujIG5/oYFSC9IExI+Fx3VuxaZbu6+5afuS0WuEy+8QYw6CiBUsiKv3Nn93Z5kn8w7iJOFCUR/bdK1xsBulMs1jbhNELN/vVOmrVJUOhX85B93Svej4MP0seFguQNT3Ghez0zYJJ5P62HhxWJPvS0fN9xa0MKcgiFgBH/5rpvmbFe41JHH4r3ONC0UWdndEPJaIcNuSIGL5BvGvuDdmdNqSNiDqf7guZcfih+x8Pjd+070/ixnMcx9Tb2/3U8yaIKIFfYDYCa7X/e3zb+FEyRwg1v28SsYb8KaD3R5eLpyIIGJZONrN04cW/yJaPGuDw/ICon4k7sLfx8tH/3wY92Ry2+/iBvPjj5d4gnQYeoKIFfhHCLzfKO6P5BLpNEl9hEDXuAtFrvu9nGU1Ou6JlQzxLdAEEcvK8RC/efpfVw0b8fxSOxyWGxD1Vz1LDsVwzNveplx9Y8nj5I3HGuJN3LPk4lvf/aa9SAQRK/gPmVp9XckRWZs8Kn6kSpIfMjW9XqlpXb1tuuKwUg9brBBPQhCxeIBYXdbHkC4b0/2Eg9qeO3yO90nXTrzo1EOPOHPo2+Ijj+91alwzp2bjcxO99YUgYqXiY0jXPn/RKYe2PPOKaYkeU072Y0g//XvN7IzMqk1u8b7pigvqVcnIyKl3gcwhQUQjiJofVI9GELH4QfVYaQ3i8vF3P7mMINqKIGIRRDCCiOUPxBlnzY588WvP8OMX524iiHYiiFgEEYwgYvkBcftgpR4Jf7Wz+HPZW/yXIFqJIGIRRDCCiOUHxBsLBRwU/qrotaF/G9otV6khBNFKBBGLIIIRRCwfIK7NVqp3+KU2Ow9X6tHC///QWGXb+OA9gkgQwQgiGEHE8gHiKKWuiXw1X6nTw19MU+phgmgjgohFEMEIIpYPEM9WTbZFvhquIsfNDoWaqvMIoo0IIhZBBCOIWD5AbFbygOHxqspvka/6qkMJoo0IIhZBBCOIWD5ArBl+3LCwv3LU8dHv3arqEUQbEUQsgghGELF8gJilJke+mFPyYGLoflWFINqIIGIRRDCCiOUDxKrq+cgXo5R6Lfq9kaoqQbQRQcQiiGAEEcsHiHuqByJfdFBqY/R716r6BNFGBBGLIIIRRCwfIB6r+ob//1tu6TMpHVRrgmgjgohFEMEIIpYPEC9T9cInekSp66Pf+l91dSFBtBFBxCKIYAQRyweI05Xqty0UWrKHUt9Ev/UvpZ4jiDYiiFgEEYwgYvkAcXsLpQ4e1CNXqc7R7zydpWr9QhBtRBCxCCIYQcTyc3CHedGPUqq/NvzPH44t/Pp2Cx4SRIKIRhDBCCKWr+MhfnJAkYeto5+lsrrw6zO3E0QrEUQsgghGELH8HSB2x6dPPT1/Z/G/6lW5xsqnkBJEgohGEMEIIpbNz1R528ahvwhiOIKIRRDBCCIWP2RKE0Q0gohFELEIIkFEI4hYBBGMIGIRRE0Q0QgiFkHEIogEEY0gYhFEMIKIRRA1QUQjiFgEEYsgEkQ0gohFEMEIIhZB1AQRjSBiEUQsgkgQ0QgiFkEEI4hYaQJi/sxJD457bUmC0ZVvj39gwnt5CbfeTSBOvK5nn5vfSzC4dtrTDzz1zpoEo1+/+dyTb8wu2C3LSlze+xMeePytFQnHywLx+Wt69Ln5/QSD4R922tqk1jR+2HkX3/ZZgtEfp00e/1rC3+zUGy+44PqpyezVT4svP+PYMy5fnGh0ytiHJs9OMJj3WNEPOyfB6I9vPV7mxbjMygJx6dRxD0ycuUkeLJg9+aGxU75Obq9lVxaIK4p+2PcT/bALXnz44ZcW7o41pQWI8/o2CB9lIvOYe81zsODpU3LCo7U6T0+w/e4A8cOWWZFDX+SeKjg95exqkcEzXzQH1444MrLpPgO/sr+whL3frXZ4r1Xajc+XT5EQxA+PKP5hT1tmjr5yVuQoILkdXvK6pheaZUYmrtnV/NtR8OTfq0R+s12EPzsLjosMqirHLfC6Wx/1qBrZq6rawxxc868jIoONBwlgTi75YbuZP2z+E9EftnbXRH92yiwhiBvuaxvZbf0L/22OfjWwcWRNLW9N9Mc7+RKCmD++XfSH7Sb8sMuHHRhZ00HX/GB9TWkA4pp+2aqk/dzXuZmtSgfVud+JM9gHcd1xMXvN7OsaXdguZvSk+a7R8Y1KB6teleQNAs8tczJKd9vyA/E0CUBcd2zsD9vPNfr5yTGjf/Nk05LmMZtWGe4anXFk6WBGx6Xxg/lnx/w4GWclEN56Y2Muiip7nGv0sb1KB3OHbYgfXHJwWT/sBy1jfhxH+KuzqxKB+Mr+MQu+2IXehquqlo42Gu99r2WXCMT3j4j5YTt9Hz9YcFut0tE6d9u+FxUIiL++OKxHl74jPt0Z992dM27p07X//d/7BHFxzLlXdIX8Z9zo09XiRveZKU1hHcSFe8TtVR2xLnb0jXpxg3WmxA5uujx+0xOWW16b3CdN4vZa9THpRDKIC+u6ftg4w6fGnxV1X8PX9G5u/MRnxo0+ET+676zYwRWN4zdtHMy52Cd+r+qi2MFNg+MHT467eTOtavxoh7iJH48fbfKJ56UlAHFEZtzELRbFDi4/MX5Nlye4V51sCUAc5/phP40dXOvEr+m8ddIUyRcEiD/2dZxuFzqOc+e2mO9uG+E45/fv4nR6xxeIy/d3XQhV7B/XCRmuwdrC3QLrIK6s4V5T85jR6TmuwSpvxYwOdG/a0v5dFbMFLsFVxhPCqUQQV1R3r/iQmNF33T9szjvomuZmuyduHzP6jPs3W2de6eDGPd2bNgjilvbl7r2qy2NG+7sHW8Vcl+cYP2ws/0+6f9i67rsVu0wG8V/uvTaNuT229kj36ECvey07GcTx7h92j5i7FZtOd6/pbLu3/gMA8Y9+zpBvdoZ+fcpxXo759lNOj1nbQ39McDot9QFi/t+MC2HmpJLR2caVVR3wozmJbRD3M/aqOpcMfmNcWVW90r/LY8xNHbuLk1p1sLHX3I/Mk4kgNjVX3LVk8OsGxmB98HHRvNrmxDeWjH5SzRhs9lPJaFtz0zbwmZF0k8y9qtLL4gPmYLeSwXW1zNGbS0Y/zjUGD1rlcXEiiC9lGhOfUHorsLO5poc87rXsRBA/Mn/Yg0t/2CvMNV1tdU0BgPiu03VT+IsRzqWl3/1PV2dm+IuRzi0+QBwrXAj3XV88epIweoU5iWUQ7xL2mlHy1GFPYbSEyx/qCqMvW12d1LXCXo8xH52RQLxd+mHnFo92F0a7GnOI9RI2zS65ZhwnjA4rHnxJGFSTvZ0lSWT+9VWqevHgcsF3VfL4QQ/ph11dPCr47pkBCcS8JsLEY4pHpwiDdaw+9CCBWHCMsNtri0c/yxLOp3nGJD4KAMTpt46NfPGW0yWWyb47wl9853T6OWkQ8/YVzj51e3T0FWmw6jfGLJZBNO4wF9UiOjjb/KNcKEjxzTHhD6BSh1tdndAy6aqsnjNOJ4EobnpEdPBT8Yf9GFnTKuGir9S50dEXpMFqxU+ZNZJGG3o/X7x1q7RXdWt09DJp8Kjo4ErpfCq5azBR/GETvcYsQRKId0sT71384MIR0ujl7jn8JIH4nLTX6sXPIp1V1vlkpSCfZX7b6Vf6j/ucUZEvtnVz5iQNovRXrFSQbuLoncYsdkEUb5+ojOi1WCCMAAAgAElEQVQDRleJo5dGBvMbiqOzEu/MSveKez3HOJ0A4mT5h41eqUTf1WXImq4XN60WHe0kjo6MDH4hDqqFSZ03eHuJe90rMrjJfOygqOjrK68RB4tvXXYUR0d5W50EovEYYbjo6zQ+kX8cm4/YSSCeI+72vsjgcvGvZM5Ki2sKEMRtVzuPlP7rKmdS9KvLnJeSBtF4oDrSl+HBDdK9FKVONGaxC6LxsG+kuyOj5qN1RTWNDL4nb3pj4p1Z6VRxr9WN5+8EEOVNi6+tzcTB/ZE1yeeTirwsLa+mOPj3yKYJLhT9kz5/sNzPBUTKiAxOk9cUfQJQPp9U5H7DevFGuDrV2+oEEL+SVxx9avxGeU2J3miQTAKI68zHhos6LTIqPUBW2FMW1xQUiDv/M/8a57KYzyi9yJkW/eom57HoVwtnRPr+V7Rj5XPohfDgInmwtjHL9u3wDoGkB2YK6xgezJcH1frw6OiyNt19mU/zhJvrPt2WkLGp+JCFUp3Cg5sS/LAbgDXJCqgbwoOfy4P1I5seLY+2Tv4MQvoqwQ/7XXhUeEqlqC5l/rA3hwfnyYN7elte4dXrD9e3xEeUlDo6MurIow8lfw4Ji9ri/s6/5b02jIyaT+OHu9rikraHQn+JA39aBfFBx3GGvLw55js9nA+iX41wHop+NaDN/7d33gFSU2sbP1vYpaosCiKiYseGiNgbXhUVshSlCIiiFFFB7IIFO+gVEbCgiIgd6wURUUCkqCBNilSRurC7+b57v+stKArzzU4yLXkz+2QmMxnc5/cHzM6bc/KeZOY3SU5yjsEEuN4j5C1kXLScLQfVv1JpSeVI/SJBzggFNzrk9GMoKl+GMoumjd3iFSylpgFl95eLnhUKbnBo7BqgYvHkSKlrQsEZcjDH+IAdIUcPT27roIx3aOz4UHSIHDwnYWN7hILTHRqb8oRuY+WKGxnRs+ToA6muNTHT5LXm7g5FpQ7JINemNyeD3dY3UhLiyHaa1vnBhTHvdNa+NF89pI00X7kXYj15Cz0ZCn4qB9WOVFpSOQ4/9yeEgssdcloQit4uB5umN+F/OOQ0CSgrn+GoE0NBp4Om74GK5dM51SYU/MShYj0UFftUlKqf5OYBEXsogjwaig6QgycnbKwWCn7oUPH/ppqxw1Hrfkb0RDk6MNW1JkbuFFDKOLeULzCqdunNycBbIQYCv/08sYM2Lvp3Ty18Q/a92ljz1X3FBh/8gXKCvIVeDQUXyMG8X6217N0LrxDA4QT0wlCwxGGHbwxFn5SDF3mZnoD9zq8Qs63L7Q3Yisp9BWbG2xwauwnIyXpDt0nfUHC+HKy2OxQ9Xo4em8IWAnC4SqimhqKPysFLjLLV5OhNoeAcOVj4u6v0gl+vPZa3JibcThfL0cdT2Ua2pGxfPIezuupGY6+Xo309TGmvfTsZ2A7IU+9lnqdp6yJ/DNImmq/6aNZDEbxTxeGavjHCyY9y8BBbLd52qhwrr/aaULCsUAxWM7plHU5iuniZnsCR8mqXWpcTOlWOlov2CAVLZatV22GtRcDhwoPRNeVwnG12TZ0vR89LYQsBbJLXqoxbJ5+Xg92Msg4XHoyuKYdL4VDXVJSAvVNlslzxBUZUug80yEspbCIrQqfKEnmtRxrRu+So9cHvVMjkbTd7u2jvR/4YoT1hvNjVXvsuaSE+LG6gGuZAU/KhwjW2WrwVYn95r001onIftPkhXC1fzRMfLPaQ68W12r9xghD7yo01xyiRf68uQnKSD1ByzDssZA+b/aMj5JxGJLl1UOTDvGpGcKV8VvyKEb1Ibqx5G7rcB20dRKMSBCE69NU/aERfFIO58vAoySHddiP/ON9gBB0ugn3pYU4ZEOKTA80jwD86xDy7N0PrZjzZ/L3W3trLgQtxobiBwnfQyZfk3rDV4q0QV4lrDd9BJ39bnzSj0jMJqpr3gxzFI1+4sd+DKwhxhVg0fAfdX8XoMCQn+W7OhmZUvpvTHEptp/izkrszqW2D00zMKXzvtdj1Hb6DTr6bs5FZ9BYx6vL5JUGIutyRbD5mtEEU/OnJbRsZSYjy4YQ5/ol8N+fBXo54kwEhPqrd8J/QiwVazLHgL520UC/m3sHhQ8VkhKi3kbZQeNzDVVL/xnH2ITs8flLlZGGtqo8Z3CJd8q8XfgxXvKxznafZCZRJDyUU2s6YxSdVxOcZ+pnBLdKN5gdij+GKl2JHm8Hl0mXPpuE921oqeqn77eKORdJaI7eDvyYFI4MliF/0MWZwmXSZ5QSXd0hLQvxCOmyNDLMj3s45wfVmSYAkxKVSY08KN9Y2GEUF9ictUiADQvyxWLtrzd7ArzO6aTdWXJn86M6hFW+/o10964/AL6O0DltSEOJ3wu9Y20hUekZXeKbVYyEuED5nNSOfX+lew+gxk/CMbi0vz1JkPhByusW+mCTEb4XG1oo0VjoefgrLSTpqahSJDhKikWOmjbahY5TK9/JxBpnmQk7Nw0HpGd06kXENpR/CQyMVS13U7+vukIQoDd+QH3nofrVwRt3S0+EHxcEdpOPhD8LBbY3swcM8HcgoE9cQp7fXtPbdNE3rubHizxe0bhX/7RmuaZ16tdc6Wh/cczf8l/2srHH0AfQS+81U0ghGXo92Y7/2mxMdyL7c/imMGcFoqe1GopzXvE1OxP4pPG27fSlxtBv7Y2c5n0SC5fazsivRQxv743n50XGgSuwXF/pFi462BdVIcK0pUGo/bK0ePR1ZXGQN5sZcvLE/nldtUSS43S7T/m6TE4VoHzsv9nqGbew8VbTE7WoTIgpxu/3iwi3RqG3sPFXdyyuIGepU2f7KrZ3aXXP3JONaoSnEQODrId063DBqq315VwPEWu9erxc7YcVaa5fvZdKVJM8HiLWdyD8SE9xqfbymeew55FTL73LOgx7nJlJq/UIesVJYSh4g1npzWM6jMcEtVnG12CxUIWM9G48ViL7a2tVwReyetfX1eDySn8xS68XL3NjLDpMtg37kxH4odOttf7lvxwRXWbsarnQ9VKsoRH2+9cJEn9joUIsRa09xu9bEyOMhrmxiyaltbGPHWo7+q433Nqc/wRQCw+M20Qnxl742xvdW3iR+kLyfQiD+iCs/fqeVxN9w3zH+meF5caMpVpcGak0DZfHdFBeI/TgOUwjE/yTlxx/Rbo8fAczVAMfxvys14h+j3XBRXPTW+D37eNx3Oc7RaWR1vPNqxc9rMDfuoc4ar8aXjf9dqRE/l8j6C+KiA9wPsSALUV8W96uT/2R89JW4Y97DnebGShaHEbPXx903lXNbfGM/jhvLuJ7Hjv4zCFGfe0lk+xww1HqmV/Z89HHbUz8Ry6djkqmpMeOmtrRNKPTmcZHg0bbL1JvujPQF5bRb5HlmTnwaPS9rOEo+AHGaZGpKzDf9DNvoam9Ej9KPmegup9eiFxByWlv7YspGHxKJnjbZWnRe02hOxztN2uc9baIizrENS/Xz7ZEHe3I62s4+x0fPqXMutza2dFS0sS3gQcdjcBCivv3hqGAunmONLmofaU/NO9yOSVspTnOqlD7XMJLT6VOt0R+jcyhV671WKp8KfwYh6vqce89omF/n2HYvS1fOS97q3rQot0GzW6Y6XRFOyzSkH126f3DHFdTv8q0QLP2w90kHqQNPvOF96RR+3egrj6lV0PjcBz0d+rIyyqcNaN4gt27TayYKlw9DOE9D+uEl++dVNLarNLT9TqOxJ934gfs7X8adUztP5RQ06mMfxTL4ZX6zW3DPNjz11s+kPftlcVFwB+QXFSc1S12ybOpeVOGQ3KIekj/WPXf50TUKGp/3kDjZltnYQ/tI3Wjb37jm+Lq5DZoPmJZUx4aTEIOafrn9sXXyG55xjzhRy4IHzz20oObRV45Kw6w0ztOQbp9oNHag2NgfhrU6vLDwiIuHp2Fy1D+HEFOEE9VjcKJ6DE5Uj8GJ6ilEFAoRg0IEoRAxKESdQkShEDEoRAwKkUJEoRAxKEQQChGDQtQpRBQKEYNCxKAQKUQUChGDQgShEDEoRJ1CRKEQMShEDAqRQkShEDEoRBAKEYNC1ClEFAoRg0LEoBApRBQKEYNCBKEQMShEnUJEoRAxKEQMCpFCRKEQMShEEAoRg0LUKUQUChGDQsSgEClEFAoRg0IEoRAxKESdQkShEDEoRAwKkUJEoRAxKEQQChGDQtQpRBQKEYNCxKAQKUQUChGDQgShEDEoRJ1CRKEQMShEDAqRQkShEDEoRBAKEYNC1ClEFAoRg0LEoBApRBQKEYNCBKEQMShEnUJEoRAxKEQMCpFCRKEQMShEEAoRg0LUKUQUChGDQsSgEClEFAoRg0IEoRAxKESdQkShEDEoRAwKkUJEoRAxKEQQChGDQtQpRBQKEYNCxKAQfRJi+cqZH81d5xynEDESCXHrt1M+W7rDKbrm6w9nr05DRuVrFs1c6bhnS76f+un3JU7R9XM/mrGy3CFYuvzzT+b/7FR067eTpzk3NqEQdyydNvnbrY7htJEuIa6e/eHXa5IsSyH6IsRZNzZSFTS94weHJShEDEchbnvqgvyKTVy7eIJgmAW3HhnaAU1u/tbbfGbecEio4hPuXGEP7nz+suoVwcLLxuy0R1fcdWKo6CG9ZggVf9S1qCKYe/qDG+zBrcONxtZp97qDTh2FWP56u9oVRfMvGJ5pJ6ZFiN/e3CS0FY+8dUEyxSlEH4S4omOOClN9gPwxpBAxnIQ4pmFkE6tTP7ME11+fHwnmX7feu2x+aBezZ2/bZom+fXQ0p6PesgS33VYjEsxpZ/2dnHdRtOgBj5RaoqNjGtt8mpiZkxA/OzVatOEYtJ3ekAYhrusZ3bPVegk/HZVBIWZeiNMbqFiaLZcWohAxZCGW9IjbxPlPxUW/PTIu2uQbr5KZdlBcxc1XxgbL78iJDebcEXcst/K0uKIHxWttYq246CVxJ84l3eKC1f4qpeYgxKerxZXt7ngynw68F+L8I+Kac9R3rmugEDMuxGmFKp5DfxSWohAxRCGWXWHZxOrBmOiCupbgAR6dNn9WYKm4ceyVrBusOfWKCa5pbAkWTI2Jjsu1RE+NOa0oa22teKiQmyzEh6xFLy9LaQu4w3Mhfru/pTl1XZ82U4iZFuLy+tYPoTpd+F2mEDFEId5m28S5b0aCG4+2RY9M4tzKzrIDbRWfEd2zT9uCKnrcWnKmLVhvaSQ6s4Yt2i662gH2xr5tT04U4ttW0So10IstAeK1EDccaWvO0Rtd1kEhZlqImv2LIf2kU4gYkhDn2L/n6sBN4Wg/YQf09iKVK4WKHwsHV9a0B6tHrhQ+LhS9IhwsbyZEJ4ajXwuNbbDFlpwkxG2H2IvmzPRiU2B4LcTewna6yWUdFGKGhfhFjrDXDrAfoVCIGJIQWwmbWN1nBpdaz2srKFiUeibTpLUWhY9QrpWi3c3gz0VSNHzSPFYKHhPuWLlIig6xZScJcYhU9KLUtwSKx0JcJO7ZpZUXjIVCzLAQewg7TakRtuUoRAxBiEul3xx1qNmHcY+4A+5MPZOuYsWjjeBW+1lvkOrmkdwYsWhXs+JzxegnZmPFYGNbdpIQrdctDVwaJAU8FuIdYnPudVcJhZhZIZbZryBWcKltQQoRQxDik+ImVl8Z0ZPE4IkpJ1IqHuWpK43oRDkn88TX1gcUosi4V3FdvhjtZxSVTraDfG1NTxDiV3LRJ1PeFCgeC7Gp2Jxm7iqhEDMrxEXyh7DItiCFiCEI8Sp5GxtdGNvFw0elUr4p+Tu53vpG1N7NE8LswpB/JZXR+f2+HGxhFO0gR5+xpicI8a9y0Q6pbgkYb4W4RW5Ojrs7iSjEzApxqsNes97DSyGCCEI8T97Gg0JB+RRTqe9TTeRvcr25xtN0XeRo51BwZ54c/SgUHS0HGxmrPUeO2i4BCEK8Uy56dqpbAsZbIX4vN8flJQAKMbNCfMthr620LkghYghCPFHexNeHgg7nieqLVBN53aHitaGo7V5Bg0tCwXUORceHoo/KwZrGauXzRHWjNT1BiFKnbJDjU90SMN4K8UuHrTjLVS0UYmaFKHZFSsf1FCKGIMQL5W1sHDT94PC1WZJqIp/K9eYZvcHd5KjRb1ImXyVUfwtFn5eDZr/J+XL0Hmt6ghDvlYuel+qWgPFWiEvk5iin0QJkKMTMCnGZvNMOtC1IIWIIQnQ4PTV68nfIp6e5KT+ztlhea0MjKveAqtuNaCM5apzGfyQHzzCKdpKjz1nTE4Q4Ui7aKdUtAeOtELcLN2QGyXMeAUiCQsysEPXDxL3WzrYchYghCPE5+YtuPtdqfyakgpYpJ1IuW+0qI/qBnNMHRvRqMdjQuFFos/VRTwPTpc/KFdseWROE6HDRbWTKmwLFWyHqp4vNOctdJRRihoXYV9xrL9mWoxAxBCGuEQ8VjjajD4s74IHUM7lRrHicEdxhfco2xH7mcel4sWj4WedLxOh0I/ij2NhjbdlJ9yEeKxXNlZ6sTw8eC/EBcTs97K4SCjHDQvxOul7U0H7TB4WIIT2p0lH6Ygw3g2vrCMFaHowUO186GT90uxkdKOV0qxncLt0inTfXjE6SirYIj5XTXoo+bctOEqLweLVS7VPfEigeC3F1LaE5dda6q4RCzLAQ9euFvTbKvhiFiCEJUXo67/DIRcLBwg6w9UEkg/QQ0vPh4E/CfdsHREZifEEo2j1SsdRL9Ek4uERo7FH262aSEHcKh4gFKd9/hOOxEPW7he1kf4gxMRRipoX40zG2nXaFMOYShYghjnYz3LaJCz+PBEvOsEVP326vwz3CYCtto2MevmE7t82NDNCgl9uH/GgSHbd2iV2mMWMWDLM3VriHSBzt5gv75clhXmwJEK+FuN1+FbGl284yCjHTQtQX1LPstJM2CUtRiBjyALHW63m5L8YEVx9uiTZe5U0u31rFdcrmmKht7MH7Y4JbTrUE686PiU6uboleGjtmdi9LMG+skJs8HuJY62l+L2GhtOG1EPVV1ksPh7m+FEIhZlyI+pL4m2lbSz6kEEFkIZbfH3c8VueduOia+J7mlp5NNbXouLiKr9wcFx0dd3JbEH+dZHObuKLHxp+5ftkwLnpD3Clx+ZC4xu73rpSaw4jZ7+4XWzT3fqcJrtKC50LUV7eM205nuZ9qikLMvBD1zbdHxz5pMEIeo5hCxHCaU2VK88gmzileZAmWDD0gEt3/IQ+Hzd80KHosd/BIq11mx1wMvHC2JVg+8uBIsPpt1h/J1ddFO+OOet262snR48ucdovFzJzmVFlcHH24u/lksJke4b0Q9ZIHo935BzycxJ6lEH0QYvDY/pGzKy7f7HfFKPtQngYUIobjrHvl711bMf5p/nEDvxKi659uVTFia81WTyWYCjYZVj58VsWe3f/K0dJwEZ/2OSLon9wjek8RglvHXFlxvFZ41sPChH36wnubVRxhHnjVeOFO4/J3e5iNtXo2jPM0pF8NPK7ixLlRj3czeniop2nWvXXDL6rYs7VaPZ3U5GEUoi9CrGDdYicZVkAhYiScqL5k2coEc4RsXOx2fHmMf/zPxgSflh0rlgtTkIbZsjiRoFcvtQ0CEqVk2aoEjU04UX3pymUZnV3KJC1CrCCFPUsh+ibExFCIGAmF6A//CH5c/M7BRkIh+kTahJgCFCKFiEIhYlCIIBQiBoWoU4goFCIGhYhBIVKIKBQiBoUIQiFiUIg6hYhCIWJQiBgUIoWIQiFiUIggFCIGhahTiCgUIgaFiEEhUogoFCIGhQhCIWJQiDqFiEIhYlCIGBQihYhCIWJQiCAUIgaFqFOIKBQiBoWIQSFSiCgUIgaFCEIhYlCIOoWIQiFiUIgYFCKFiEIhYlCIIBQiBoWoU4goFCIGhYhBIVKIKBQiBoUIQiFiUIg6hYhCIWJQiBgUIoWIQiFiUIggFCIGhahTiCgUIgaFiEEhUogoFCIGhQhCIWJQiDqFiEIhYlCIGBQihYhCIWJQiCAUIgaFqFOIKBQiBoWIQSFSiCgUIgaFCEIhYlCIOoWIQiFiUIgYFCKFiEIhYlCIIBQiBoWoU4goFCIGhYhBIVKIKBQiBoUIQiFiUIg6hYiSUIg7V6xOUHTd1DUJomtW7EwypcRC3Dl7doKKty/9OUHN638ocQ5umzkvQdHSTck2pxJ+Xro92aI+CXF1oj2bghDLVq0qS7ZsQihEnUJEcRRi+QfXNc5VqqDpoDlCdGmnA3OUUjn1rlosROfe3rQgGDy05/vlSaSUQIgjTqkWXKuqdsoIIbjtBa0oGKxx7uOrhOji+5sXBqMNOk8Qvs5l9x+bX1Fx4ZmvC0V/GvGXOsFgnb+M+AlvBcKqx86tEay4SHtxWzLFfRDinEEVeza38fUfOOzZZIX4Wb8meUrlH9X/8xSyc4BC1ClEFCchTj1dhclpv8QS3Hx5TjR62WZLdGnHaPS0Ke5TchTia0WRelXRa5Zg+ahDIsEat1tzWtOrWiR6zBvWiofXilbceKolWPJI3Uiw7iMJDjHdsmlQjUjFjcYk8dORcSEubh/ds6d/Ji6SnBBnXxTdAX+Zm1qSdihEnUJEcRDig7kqhv0mxQUX7BcbVHW+jYu+v39sMPd+1990JyFeG7dW1SMuuKVtXPD4+APXmYfERXvHHyReHBfMuT8uuPasuOjZa902x4lFx8VVrG11XUOmhfhe3H7PHSotk5QQRxfEVlz4UqqJWqAQdQoRRRZin3j3qLyXY4Lz8y3R/NiLb69aoze4TclBiK0t9arLYoJbT7MEi2It/WkNS/SK0pjoCdaK+8YEVx9uCR6R6MKpC74pslTcwrURMyzEl/MSbKcwyQjxQesOeCz1ZGOhEHUKEUUU4tPWT6gq/CIS3FzHFq29KRKdWd0WHeYyJVmId9jqVYMiwfJiW/DIDZHo0nq26C3RitvZKx4TCZacYQue4clZ8/ojbRW3c3ssnVkhflFoy/iv9qWSEOLrudZ6897xIN8oFKJOIaJIQlxaYPvoq6N2hKMX2oPqvHCw9Dh7sNpCdymJQvwhx15xzqJw9EUhp+6RslLGn4SDU4RgtS3h6H1CdLC75shcI1Ts9lQxo0Lceaw94YJFtsXcC/GnuvaKizZ6krMJhahTiCiSEK8WvqzqaTO4QDCTyplvRp+VirZzl5IoxJZSxS3MYEljIZgXzul9qWjL8OGYVFRdZQbX2o+GlarjwWXEedbTzwoauzz2zKgQ7WcNQa62LeZeiLdKFd/uTdIGFKJOIaIIQlwrfVnVsWbUdikvxF/MaFMpmCvdBuOMJMQtkoZVjnkk95qYU/ji5aVi9EsjOE8MFppFh4pRsTfBHb3Eiq0955WQUSEeIyWcZ/ttcC3EEuk3R9X18q5PClGnEFEEIY4Sv6zqOyMqfn5VbSO4SC76rKuUJCE+JFf8kBEVD2lVQ+MgcLP92lcF5jFIF7niD42oeFyqznTVHInyQ8SKO7urJZNCXChvp9HW5VwLcZJc8d+8SlynEENQiBiCELvKH1HDalvkoDK6VUbLQfuZVSIkIZ4lV2yqqZEcXRQKfiwHzzKKWjuRTa4JBUtsl/tD5O2wpucWB700dldLJoUoXgtRqqt1OddCHCRXfI9XiesUYggKEUMQotQHEeSuUPBLOaiM25kHy8FzXaUkCfEoueImoWBZNTk6ORR9QQ4eZlR8gBw1eomWOTR2mav2CEyW663m7tG1TArxbjnjC63LuRaiwyF6j8pLwlCIOoWIIgjxRPkjen0o+LKDI4xzJ+v9iybHuUpJEuJBcsUHhoLrHXIaH4o+KgdrGhXL59PqhFBwpkPFM1y1R0C+6KnUOle1ZFKINyTaTjG4FuJf5Iqv8CpxnUIMQSFiCEI8V/6IGnf9SXepVGBcdHM4jjjDVUqSEI+QKz48FNwpn9maOTmcxh9iVLyfHDVOqB0uiZrn4inwoVxvrruuhEwK8XY543Osy7kW4lVyxbZz8RSgEHUKEUUQosNHdHgouNHBEcbzG8/IwWJXKUlCbCFXfJoRrS9HvwkFHa7am0UPlaMdQ8FtDo1NaiiGWObL9dZ3V0smhTg80XaKwbUQb5YrHlR5SRgKUacQUQQhPil/RGcZUfuTKBVUN4Jfy0UfdZWSJMSBcsUDjOgVYtC8dWOd9VlCA/O5syvliscZUdtTfSFOctUciVLrc3sGbdzVkkkhOlw9sD2F5FqIDlcP3vIqcZ1CDEEhYghCXCp+Qg8x72Q+R4yG70QRb3NW37tKSRLiGvlrYz5XLJ8Vh29iOVuMfmwE5e6NPLN3404xeqer5oh0Eiu23cSSmEwK0eFGoaXW5VwLcZPwWJRSNVI+CI+BQtQpRBTpSZWLpI9o+D4I+SLiR2Z0iBR018ksP6kidjMfaQY3igdcn5pR6bk+dVT4cp3YzXy+GVwkfVuFB9ZcI25Ftw+sZVKI+j1SxhfZFnP/pIp4l9e13iRtQCHqFCKKJMSvhU6KAyPjN5wkfH4jnY3bhAOJHJdjfopCnCV9baaHo48JwcvDwbJThGhkINjxQjD6aE1vIdrHXXNkLhMqftxlHRkV4mbhQm3uLNti7oW4wjoUUZDqy71J2oBC1ClEFHG0mwH2j/7ESHCp/a6//EWR6Nt2md7kMiV5tBthUBotEiyxP1JSFB3Vdob9umfb6Mgyze0VR5+k3dDEFmwSHUYnBZbYD2pbuh1GJ6NC1Cfa9+wA+1JJjHbzhH0HPF15KRdQiDqFiCIKsdR2/BI7wsu71ueKc2KHoLYNbteq1Fp9JTiMh2gbbeXomOBq68XLgthnv162Znzylmiw5EBrxbEngt/sbwnu943L5jjwN+vZ+KGJ5q8RyawQ7ZdDLhX2bDLjIXa3Vny9B9nGQCHqFCKKPEBsSfyFnfwn4qJvxffb5sfPQzI8PtrZ9RxKDkLcaTkKbBF3097yZnHBevFTF0yoGRdtFTc3yibLUaAWV3Re/MN9h3s2wFl8MqUAACAASURBVP2U+GPEU92fJWZYiPoT8Xu2q3REm4wQy+IHvMkZ5PFcUxSiTiGiOM2p8lyD6Cf0ZOvEKAuPjvn8HrXAEp0ac82u/kj3KTnOqTIo5mS92kBLcOut0YdOctpaez/nnhctut+D1iObLjFngzWGW4LrukdH/8nr4e5ZkoQsbRNda+GAJLpVMy1EfXLM9eMGcpd4cnOqTIj51TnSyztuQlCIOoWI4jjr3pYnzgmJoGabV4Uf7LdONo4W8k+yzdgU/MUf3zZ0RJZ39mPWyZ4QnGfd23KNOfZ1UVeh4mWDjNFp618r9eK8f3WoPznn1CGC09ZcaT6xcnA/4WGReX0PCwUP6zvfHkyFadcaPRXHD/ohmeIZF6JeNq5NqAsk75wntshLJDnrXsnIVqFLCAUXj0p55AwbFKJOIaIkmpd507z3pyxwvNI/a/Tg0fZeRpOSBVPen7fJKZqYhPMyb3j7kUfeduzWWDNr0rQfnE64di6eOmmuY9EVb9w/7ENHf6/86vOvVjomlTxly6ZNmpXsgLOZF6Je6Z5Nfl7mrd98/PE3Sc9RnQgKUacQURJOVO8PiSeq94l/Bv7pdwo2fBFiJaQwUX3aoBB1ChGFQsSgEDEoRAoRhULEoBBBKEQMClGnEFEoRAwKEYNCpBBRKEQMChGEQsSgEHUKEYVCxKAQMShEChGFQsSgEEEoRAwKUacQUShEDAoRg0KkEFEoRAwKEYRCxKAQdQoRhULEoBAxKEQKEYVCxKAQQShEDApRpxBRKEQMChGDQqQQUShEDAoRhELEyEoh/pph9uzN9Bor5fdAYI/fOdj4I+N7plJ2+/BxqZTdgd1+p2AjuJ2yMKk//M7Axp5A4Hc54qMQd+/NLIFAhlcIEMjCpLIwpazcTnuzMaWs3E7Zl5PjdtrtoxB5ysxTZhCeMoMEeMoMkZWnzBQihQhCIYJQiBgUok4holCIGBQiBoVIIaJQiBgUIgiFiEEh6hQiCoWIQSFiUIgUIgqFiEEhglCIGBSiTiGiUIgYFCIGhUgholCIGBQiCIWIQSHqFCIKhYhBIWJQiBQiCoWIQSGCUIgYFKJOIaJQiBgUIgaFSCGiUIgYFCIIhYhBIeoUIgqFiEEhYlCIFCIKhYhBIYJQiBgUov6nEmLJez1Pql9wSMvbPi/3OqVEQlzy6IVH1tj/uLZj1ruudPIxeSpIzkFPuC5a8m7Pkw8uPLTloOmuiyZmy/hOTesVNj578FwpuriisQcc1/Z5p8ZSiBgUIoWIkpwQy15orMKc/qnnSTkJcWnn3PBaa965yVWVc/aLJKzyn3JVtOz5aGNbTnVVNDEljxdFKr7EpsSlnSKNrXXXZrECChGDQqQQUZIS4saLVSwDyjxOykGIE2rGrvUw8ajKgUFxCatmLor+1Cqu6EDPGrv8lNh684fFR1+La+zh86QaKEQMCpFCRElGiGuPjdeLalPqbVKyEJ/MiV9r7SlwhR0sCav6cNE1x1iKtvWosd82sFR8U2z0cUtj60iHphQiBoVIIaIkIcSSs6x6Uf28TUoU4tu51rUWLQbre8qWsGoBFi05w1a0P9qMhGw40lZxzDHiW7bG1ltir4NCxKAQKUSUJIR4h10v6l1Pk5KEuG5/+1pPBzt0cuxF1USs6CCh6CQXTXGko73e/Mh58dr97NGW9sZSiBgUIoWI4l6IK2vav6yqqacnzZIQ+wlrVeOh6k6TilaHiq6oIRQ9wYPLiDMlSbcOR/tIGU+wVUIhYlCIFCKKeyHeLn1Z1TteJiUIcVOhtNbmUHWSe5T6DCkqHSAq9Z7L9gjYrmqG+MYIbiyQgvazfAoRg0KkEFHcC/E48avcw8ukBCGOE9easxyobaJYVDVFMrH2qBhc57pFVkrqiBU/YERflhu7wloLhYhBIVKIKK6FuFLWS2MvkxKEeK282jFAbcfLRasBRVfIRY9w3yQLU+WKLzCi3eXoi9ZaKEQMCpFCRHEtxOnylzXfy3sRBSFeLK/2PqC2enLRHKDoNLloQcpP58jHgOpII9pKjt5vrYVCxKAQKUQU10J8U/6yqtUeJiUI8WR5rTcAtVV3yBgo6nC2rda5b1M8j8n11jKiJ8rR3tZaKEQMCpFCRHEtxI8dHLHFw6QEIZ4pr3UAUJt8uQ4S4odyyZzt7tsUz7Nyxeb94i3l6CBrLRQiBoVIIaK4FuI38pd1Py+TEoTYTl4tMlBDI7loHlB0nly0rvsmWXhbrvgUI6rJ0WHWWihEDAqRQkRxLcSS2uKX9VwvkxKEeL/siMlAbcIt0BXsDxTdXksser77Jln4Qb4VqJsRHSxnbHt6j0LEoBApRBT3t93Ix2qPeZmUIET5WK1oJ1DbNlkvfZFM5GO1J123yEYzseI3jeBcMVjPdvM7hYhBIVKIKO6FKJ7tFdrukUsF6UkV0SC2bgYR6WkT6BKiQxdS9ZWuWiPyhFRxg21mVOxCshucQsSgEClElCSeZbaP7aDUrZ4mJQlR6t+ovQaq7n1JL+Bpr31sB6UGummLAyWNhYqfSZRxnbW2SihEDAqRQkRJQoiz7UdcR/zkaVLiaDfCpUBbL4MDgnyQLpUKvrLftNNkI9qORLxjG89GtYxeAGhvz1gY1ZZCxKAQKUSUZMZDfNXaI1BHHL40eUQhbrWdNOOPC9ofhP4GLfqKrbFw0cQ8YE2pUcytnFtPsUZ7ClVQiBgUIoWIktSI2S/FC6bhlx4nJQ8Qu+6ceEXciPSoGGywHOflvIUn80J8Yw+ZgRdNzAPxx4jHL4oNrjs7PuPeUmMpRAwKkUJESW5OlS9OivmuXu5BH0M8DlMI7BgYMwrMgchjzFHiRmmo5eqxmumxD45cscrVahPy7mHRevO6WeaIKRkQ09iDnhcroBAxKEQKESXJWffKXjwvP/RVrdnW+zmmnGfdW3rDwebh1GB3c0zp+py6YbsUopcew5S9cG6eIdK2Xs4xFZTesObGCXndLsIEMUt7mZMMNHVqLIWIQSFSiCjJz8u8/sPnn3j5s5QfYpNIMC9z+eyJw559RxhOH2DYuYc3bNF7W+UL2ln3ycTn3klHY1e9N/qJ16Y7nPyXf5W4sRQiBoVIIaJwonoMTlQPQiFiUIg6hYhCIWJQiBgUIoWIQiFiUIggFCIGhahTiCgUIgaFiEEhUogoFCIGhQhCIWJQiDqFiEIhYlCIGBQihYhCIWJQiCAUIgaFqFOIKBQiBoWIQSFSiCgUIgaFCEIhYlCIOoWIQiFiUIgYFCKFiEIhYlCIIBQiBoWoU4goFCIGhYhBIVKIKBQiBoUIQiFiUIg6hYhCIWJQiBgUIoWIQiFiUIggFCIGhahTiCgUIgaFiEEhUogoFCIGhQhCIWJQiDqFiEIhYlCIGBQihYhCIWJQiCAUIgaFqFOIKBQiBoWIQSFSiCgUIgaFCEIhYlCIOoWIQiFiUIgYFCKFiEIhYlCIIBQiBoWoU4goFCIGhYhBIVKIKBQiBoUIQiFiUIg6hYhCIWJQiBgUIoWIQiFiUIggFCIGhahTiCgUIgaFiEEhUogoFCIGhQhCIWJQiDqFCDFncNuzT7m4+6s/uy+64umrzznhnKufWi4Fyz4fdMXpJ15yw1vbkskqgRB3fty/9anNWt/00c5kKk4FChEjWSHu+Khf62antu7/cRr2LIWoU4gA752oTAr6rXNXdP4VOWbRnNbzrMGysYeHK65972b3eTkKccewg8IVHzisxH3FqUAhYiQnxJInDwzv2fpP7fA6JwpRpxArZUtbFcP+77goWj4kL6Zo3n3lcdE1Z8VW3PAL15k5CfH742IrPu571xWnAoWIkZQQFxwTu2ebLvI4JwpRpxArY81JKo68YXDR0qvji6qOpTHRBY3jg4UT3KbmIMRpdeMrrvuZ24pTgULESEaInx4Qv2eLPvc2JwpRpxArYcc5FqmpnFfRsrdYi6r+0eCGo6zBQrcfb1mISw+0VlyUyWNEChEjCSEuqWfbs4s9zYlC1CnESrjZJjVVaxlW9E17UfV6JNrWHmzo8jqiKMSyZvaKTy5zV3EqUIgY7oVYepJ9zzb3dM9SiDqFmJglBYLVukJFdx4jFD0yfCF8qhBUd7tLThTiC1LFY9xVnAoUIoZ7IY6W9uxLXuZEIeoUYmKulz6EuUuRoi9LRdWLZrSVFKy91VVyohBtZ+IVNHFVb0pQiBjuhXi4tGeP8TInClGnEBNSVl+02pNI2WKxaBsj+FM1Mfqmq+wkIc4V61VzXVWcChQihmshzpb37Dce5kQh6hRiQmbKH8KLgaLltcWiNY2LPq/JFfdylZ0kxKFyxUNdVZwKFCKGayHeL+/ZxzzMiULUKcSEOHjraKDoWrmo+jEUfVgOtnKVnSTEG+SKr3dVcSpQiBiuhdhT3rO9PcyJQtQpxIQMkz+EtYCicxyEOCsU7S8Hm7rKThJiG7niy11VnAoUIoZrIbaW92xbD3OiEHUKMSHPyB/CukDRbx2EaFzNGygHm7nKThJiO7lizVXFqUAhYrgWonCfVgUdPMyJQtQpxIRItxIq7EBuo4MQ14eiT8rB1q6yk4TYT664j6uKU4FCxHAtxN7ynu1feUkYClGnEBOyUP4QtkPKHiwWrW88z/y+XPFAV9lJQhwhV/xXVxWnAoWI4VqIT8l7dqSHOVGIOoWYmGPFD+GLlRd0uIVR9TCCJXXEqLunjiUhrsyR6s1Z4ariVKAQMVwLcZm4Z3N/9DAnClGnEBNzr/QhrP0TUnSyqLyPzGhXKdi4NGGNVsQbs23PXldwlqt6U4JCxHB/Y/YZ0p49z8ucKESdQkzMz7bn6YPci5WVHkY5PxwUnwl83l1yohA/k742n7qrOBUoRAz3QpR+YXOmeZkThahTiJUwyv4hbLIFKzq3uq1o4deR6B32ilu6fFJfHu3GOuZYkI7u6k0JChEjidFu2tv3bGdPc6IQdQqxMmx3OteZjxYdZ7vqE/Moftml1mAjt5eDZCFuPcVa8UmgwT2BQsRIQohbTrTu2WbuHn6vDApRpxArY0f3+M9gval42RHxTyznPxUb3GQx4hGun0p1GCB21WnxFZ+60m3FqUAhYiQzQOxKy9BuLbzsUdEpxBAUYmUMi30q+UxopJswf4sdFbvxx/HB0ttjryNe4XK2Ft15CoFt1+ZG683tkdQEVklDIWIkNYXA1m6xe/a67R7nRCHqFCLAmt5Fxkcwp8XrlS8dR8mjTcIHgA/bP76Lu5quzb/gb0nk5Tzr3tdXFhoVF145O4mKU4FCxEhy1r2vrgjv2TZzvE6JQqyAQgQonfzkXbcOfnFVMmXnPXN3r7uecRh/q2TS4zf3eXDc+qSySjQv85aJj/Tr98jEJObySxEKESPpeZk3v/5wv36PvpGO68IUok4honCiegwKEYMT1VOIKBQiBoUIQiFiUIg6hYhCIWJQiBgUIoWIQiFiUIggFCIGhahTiCgUIgaFiEEhUogoFCIGhQhCIWJQiDqFiEIhYlCIGBQihYhCIWJQiCAUIgaFqFOIKBQiBoWIQSFSiCgUIgaFCEIhYlCIOoWIQiFiUIgYFCKFiEIhYlCIIBQiBoWoU4goFCIGhYhBIVKIKBQiBoUIQiFiUIg6hYhCIWJQiBgUIoWIQiFiUIggFCIGhahTiCgUIgaFiEEhUogoFCIGhQhCIWJQiDqFiEIhYlCIGBQihYhCIWJQiCAUIgaFqFOIKBQiBoWIQSFSiCgUIgaFCEIhYlCIOoWIQiFiUIgYFCKFiEIhYlCIIBQiBoWoU4goFCIGhYhBIVKIKBQiBoUIQiFiUIg6hYhCIWJQiBgUIoWIQiFiUIggFCIGhahTiCgUIgaFiEEhUohhdn5073XF1979QYlDPJEQZw/t3b7roFc2pik1B34eN6hH5z4PfSVHFz7Zt2PnW8esFYM7PrqnZ3HPez7c4X1WaRLiD33PaNLoxEtfTq500kL8amjvdl0Hjfs5udIJoRAxKETdByFuGHCAMtiv/zpxCUch7nzmMLNoQdtv0pljPN8VF5irbfyUzWvl45qawbyLptuKrr813Nj9b17vdV5pEeK7Dc2EVX6HLUmUT06IO55uHN6zxd8lUT4xFCIGhahnXojjw4YIWUI8DHES4txjYormDyhNb6Jhygblx6z2qDnx0R9OjwnmdN0WH301rrGveJxZGoRYEtscVfC6+xqSEuKco2P37KAy9zUkhELEyIgQd0+5p2v77vd/sSf2zZu0MG9WMSHelxP7jVM5dwjLOAjxvdpxRdVfkjmAcc3Wy+LXWuut2OiX9eOjzVfHRu+xNPYub1PzXojrDoxvTs7drqtIRohv14pf7WVbXVeREAoRIxNC1G/WtPY9guYb/GvMuz20Tl0MJlUtIT6lrDxmX0gW4szq1qJtvD6SEChvZ11rYcyJ8dJ61ujp26PRYbbGPuFpbp4LsayhLePRbutIQohfFFrXqpW7rSMhFCJGBoS49w6t25w/Av95Q9MmxLzdQVvmVOJPLcTp1WzfuLwptqVEIW48xFZU3Z/+jB+2r7VB5GLgzpPs0esiRafl24J5U73MzXMhXmJvTu5il3W4F+KGg+2rHeqyjsRQiBgZEOISTVsSejFc6xl9d5embaiSQjzD/tFXzWxHA6IQBwlFa/2Y7oTX1hFWe0s4OkII5oYvMpa3FKLNvTz08VqI83OEjE9zWYl7IQ4Q1lp7jctKEkIhYmRAiHMH32u8+ELTdkXe1TVtZ1UU4iTho6/UG9bFJCGuryEVvSndGQ+U1lpofltLhUMbpdqaRd8VG/uW46rc47UQTxMzXuCuEtdCXGe7FFLBre4qSQyFiJHJXuYZWrtot8pmTfulKgqxm/iNu9q6mCTEF8Sijby91mTncHG1zxnBKWKw0Ozr6SpGO3uYnNdCtJ/iV9DNXSWuhThaXGtjd5UkhkLEyKQQh2sPRP9YpRXr7wy5+fbnhCuJf2YhHih+9g+w9o1IQrT1bRjMTm/C8+S1tjGit8pR84jX1t8SoshDhXssxNfl5jR0V4trIbaVVzvXXS0JoRAxMijEZcXaquhfC7XizsZdN0/tDr838QmDebsyy549GVtVqfzRV1sty/0eCNiSaiYXfSu9Gb8vr/UEI6rJ0SdDwZ0Ojd3uXXa/BT823tW26w454epuk/rNXQGhY6qC99zVkpDgdnKZVAYI/O53BjaC57ByUr9afZaqENd00d6K+XOWpt06/5fdm0Zo2vPh925sYTAhxVVlMWscHLEUKNtALjoyvRm/KK/1ACMqdREFGRQK/ujQ2B/Sm3EKdJYTzknzauUjaTUmzaslLthtfSNFIc7qqL2yN+bvsu8WGqsYqxWXmO9VASE6OWIJULa+XHREejN+Xl7rfkZU6kYOMjAUXOnQWMf7rXznajnhdAuxSF7tqDSvlrjAWyHunaAVfyyHfmmnfWq+rAKnzE5nkZsty0mnzKfIRd9Ib8Zyt7g6zog6XP16PBTc4dBY6/WBFPD4lPl2OeFCt0m5PDs9QV7tO+5qSUiAp8wQmTll3vWo1mWRU7CPNt7yzp+5U0U+GKiDdKo4yGdGehOeI6+1tRHtL0cnhILldcXgfh4+XeNxp8o4uTkN3NXiulPlCnm1XnaXBdipApGRTpVd92l9tjlGb9TeqEJC7CJ+9NtZF5OEKN+c0SDND++VHyqu9hkj+rEYLDAHsOokRjt4mJ3HQizLEzN2eaOQayE+K671EC9vqKIQMTIhxN+GaLf90/rm/A/MQ8Z/FmszqpAQ3xI/++Oti0lCXFsgFb0x3RnfJCpvlRHcId5GdJlZ9A2xsRM8TM7r+xDl/t557ipxLcTV4p7t666SxFCIGJkQ4ktaX/s92I9qfYyz8glah/+tQkIsP1X46J9gO8oTH927WShafXm6M15VU1ht73DUPnqDUjnhs/hy6U6hE708pPVaiLMkM53kshL3j+71FdZaY6XLShJCIWJkQIjrteL1sX9/dOfQ4L+rirXBm4Mrf6M4bsiHP70Q9Sn2s7LcD21LiUJcf5D9a3Nn+jMebF9rUWRo7JJj7dEukaKTc+2N/cjL3Dwf3OE8e3NyXT65l4QQ1wk33tzrso7EUIgYGRDiSK24S5h5wb9f0LpVvD21naZ16RX8Z+Qea4k/tRCFwWMG2xeSh/+aZju1umhn+hMuu9y61mqfRKMLDrBGT4wZpPEhW2O9HZ7HcyHutP/oPO62jiSG//rMtmdbeTv4L4WIkQEhDtOizI4KMbD5+X4dO/QaLtyS/OcWou1xtz7CxXOHAWInWEYBOPuntGcbZNP58WstjBv3+lNLX3LTH2Kjt1ga29fbR6+9HyB2xf7WjF1XkcwAsa9aBkQ81+OJVShEDE4hoGd+CoExsaMj13hWWsRpCoEZjWOK5tzgNEeVx+zsHXvqe6hl3pTv426ja7spPjo69hJkzZEeZ5aGKQS2xDUn3/XwsElOITA9tjc/t7fXE3JRiBgUou7DJFM/Xh8+0ivsIV86d5xkavvQcL9u7kUz05ljPF+1Ciux3oPbrMHSkRFNt7BfIVx1XaSx167yOq+0TDI1NnKzaO4lycxtmNwkU9seDF9IzG3lMLdhClCIGBSi7ss0pFsn3tzxwo79JzjNiZJgGtLST+/q0urK3s96LpfErB7Zu7h1lzuniJe2ymcOueaS1r2eXCIW3fp6RWNvdmxsCqRpGtI5nU9sUHTE2cOTOwJPdhrS0il3dmnVpvfI1ZUv6hoKEYNC1DlRPQonqsfgRPUYFCKFiEIhYlCIIBQiBoWoU4goFCIGhYhBIVKIKBQiBoUIQiFiUIg6hYhCIWJQiBgUIoWIQiFiUIggFCIGhahTiCgUIgaFiEEhUogoFCIGhQhCIWJQiDqFiEIhYlCIGBQihYhCIWJQiCAUIgaFqFOIKBQiBoWIQSFSiCgUIgaFCEIhYlCIOoWIQiFiUIgYFCKFiEIhYlCIIBQiBoWoU4goFCIGhYhBIVKIKBQiBoUIQiFiUIg6hYhCIWJQiBgUIoWIQiFiUIggFCIGhahTiCgUIgaFiEEhUogoFCIGhQhCIWJQiDqFiEIhYlCIGBQihYhCIWJQiCAUIgaFqFOIKBQiBoWIQSFSiCgUIgaFCEIhYlCIOoWIQiFiUIgYFCKFiEIhYlCIIBQiBoWoU4goFCIGhYhBIVKIKBQiBoUIQiFiUIg6hYhCIWJQiBgUIoUYYdnLjw18dOxSp3AWCnFsj7+c23aQY8b+QCGCUIgYFKLugxBLR56iDE76605xiWwT4tIz88yM6z7kdy6xUIggFCIGhahnXohfHKeiHD1NWiTLhNgjJybjerP9TicKhQhCIWJQiHrGhfhyoYqlYIywTFYJseTkuIRV3li/M4pAIYJQiBgUop5pIb6VG68XlTPBvlBWCbG5smb8id8phaEQQShEDApRz7AQF9S26kXVnGdbKpuEeIMtYVWwwe+kTChEEAoRg0LUMyzEK+x6Ua1sS2WRENdYj2gr+IvfWZlQiCAUIgaFqGdWiNMFuyg12bpYFgnxYinhnBV+p2VAIYJQiBgUop5ZIfYRhXiddbEsEmKhmHFfv9MyoBBBKEQMClHPrBAbi3o52LpY9ghxipiwaux3XgYUIgiFiEEh6hkV4hZZL2q9ZbnsEeJdcsLV/c7LgEIEoRAxKEQ9o0Jc6CDEuZblskeIneWEc/zOy4BCBKEQMShEPaNCnOsgxC8sy2WPENs6ZOx3XgYUIgiFiEEh6hkV4joHvSy3LJc9QuwvJ1zN77wMKEQQChGDQtQzKsTyWqJeCq1DPGSPEEfLQqzrd14GFCIIhYhBIeqZ7WWWz0AvtS6WPUIske7LVqq133kZUIggFCIGhahnVogvinoZaV0se4SoHyVmnCVPM1OIIBQiBoWoZ1aIO5oIdjl0u3WxLBLiJMmHh/qdlQmFCEIhYlCIeoafZZ4g6OUl21JZJET9BCFj27OGPkEhglCIGBSinunhv3rb7NLVvlA2CXGjvSOol985haEQQShEDApRz7QQd7ax2OXSEvtC2SREfWaBJWP76Dx+QSGCUIgYFKKe8RGzywbFDsifc0upsExWCVFfWi/Oh/38zicKhQhCIWJQiLoPk0zNPD8il7Otz6gYZJcQ9bL+1SIZHzXT72xioBBBKEQMClH3ZRrS7x66/JTGp7R+YL5DPMuEqOslT59WVJhfu1EX++jefkIhglCIGBSizonqUThRPQaFiEEhUogoFCIGhQhCIWJQiDqFiEIhYlCIGBQihYhCIWJQiCAUIgaFqFOIKBQiBoWIQSFSiCgUIgaFCEIhYlCIOoWIQiFiUIgYFCKFiEIhYlCIIBQiBoWoU4goFCIGhYhBIVKIKBQiBoUIQiFiUIg6hYhCIWJQiBgUIoWIQiFiUIggFCIGhahTiCgUIgaFiEEhUogoFCIGhQhCIWJQiDqFiEIhYlCIGBQihYhCIWJQiCAUIgaFqFOIKBQiBoWIQSFSiCgUIgaFCEIhYlCIOoWIQiFiUIgYFCKFiEIhYlCIIBQiBoWoU4goFCIGhYhBIVKIKBQiBoUIQiFiUIg6hYhCIWJQiBgUIoWIQiFiUIggFCIGhahTiCgUIgaFiEEhUogoFCIGhQhCIWJQiDqFiEIhYlCIGBQihYhCIWJQiCAUIgaFqFOIKBQiBoWIQSFmpRCXT574+t+WZXSVlbJmxnsTP1/odxbx/PTZOxMmzS/3O4140iXEDZ9NGJN0YylEDAox+4S46f6TVYgT7vspc2tNTMmwlrmhnJoMWOV3LmFKn7+wWiinQ2783u9cYkmLEEvHXBBu7KJkylOIGBRi1glxRD0VoWh4xlabkNcbR3Oqec9Ov9MJMfn4aE7V+mz1O50o6RDi32IaW9B3m/sKKEQMCjHLhFjSXcXRaXuGVpyA8jty4nJqlQ0Hrk9Xi8up2XK/E4qQBiEOz49r7KkrXNdAIWJQiNklxPJ2urRSHwAAHXhJREFUysLlZZlZcwJuseZ0WhKHKB4zzJrTEev8TimM90J80trYJuvdVkEhYlCI2SXEIdaPvlKDMrNmZ16w53S13zl9nG/L6dxSv5My8VyIH9kbe77bxlKIGBRiVglxcYFdPvnfZGTVjvxUZM9JfehvTjuPFnIa5W9OEbwW4o4jhcaOcVkJhYhBIWaVEK8WPvqqTUZW7cggKadT/M3pGSmnQ7LgcmsFXgvxaamxjUrcVUIhYlCI2STETcIBYvAQ0fUFIy8pbyjlpOb6mZPeUszpbV9ziuC1EFuIjX3XXSUUIgaFmE1CfE386KsXMrFuJ76UcxrsZ04/5oo5XetnTlE8FuLKHLGx17mrhULEoBCzSYji2alS/TKxbifEs1Ofz+MnyTn5fB4fxmMhvis39lR3tVCIGBRiNgmxq/zZb5eJdTtxl5xTCz9zGiXnVN/PnKJ4LMSRcmMPdlcLhYhBIWaTENvKn/1WmVi3EzfJOR3jZ05PyDlV9zOnKB4L8TG5sTXd1UIhYlCI2STEXvJnv0sm1u3EA3JO5/qZ08tyTof5mVMUj4X4ktzYI9zVQiFiUIjZJMT75c/+HZlYtxMO38fOfub0qZzT2X7mFMVjIU725BeJQsSgELNJiJ/Ln/2/ZWLdTjh0crq9MdhTSuqIOd3rZ05RPBZiSW2xsS67+SlEDAoxm4RY1kD66Nf1d3SZ06Sc8vx9crhYdMTXvuYUwev7EOUryy5vBKUQMSjEbBKi/nAWHviMl3Lq5m9O06XD1gv9zSmC10KcJjXWbUcbhYhBIWaVELc3tn/0G2zOyKodKReelKjh92BbwiFi7iyfcwrj+eAOwiFi7myXdVCIGBRiVglR/9z28F41X68gVvB9XWtOOWP9zmndYTZHPOB3TmE8F+Ja+8/kQ27roBAxKMTsEqI+1jLUU+5zGVpxAj6uYfk63u13Rro+1zoGT7esmVnF+/EQ51gb28N1FRQiBoWYZULUPzwg9pNf551MrTcRXzWKzakgK8bZWtI07nfj/qzxYTpGzF58fFxjH3DfWAoRg0LMNiHqK7rnRT75XX7I2GoTsuGWwsjX8fL5fmdjsPX+6M03Z033O5sY0jGnytYh0cae/UUSFVCIGBRi1gkxePDz8LkH5+U2OPvBLJr0c9VTFzeqphq0uDtL7m2pYP3oKxsXqnonD5jmdyZxpGca0vWjrmxcoIqSbSyFiEEhZqEQK/h1V4ZXWDn/3vtbFk5U/2tVmqje5aiwMVCIGBRilgrx998zvMLKCW7+LBRioCoJMXkoRAwKkUJEoRAxKEQQChGDQtQpRBQKEYNCxKAQKUQUChGDQgShEDEoRJ1CRKEQMShEDAqRQkShEDEoRBAKEYNC1ClEFAoRg0LEoBApRBQKEYNCBKEQMShEnUJEoRAxKEQMCpFCRKEQMShEEAoRg0LUKUQUChGDQsSgEClEFAoRg0IEoRAxKESdQkShEDEoRAwKEWT33swSCGR4hQCBLEwqC1PKyu20NxtTysrtlH05OW6n3T4K8dcMs2dvptdYKb8HAnv8zsHGHxnfM5Wy24ePS6XsDuz2OwUbFccZfudgI/CH3xnY2BMI/C5HfBQiT5l5ygzCU2aQAE+ZIbLylJlCpBBBKEQQChGDQtQpRBQKEYNCxKAQKUQUChGDQgShEDEoRJ1CRKEQMShEDAqRQkShEDEoRBAKEYNC1ClEFAoRg0LEoBApRBQKEYNCBKEQMShEnUJEoRAxKEQMCpFCRKEQMShEEAoRg0LUKUQUChGDQsSgEClEFAoRg0IEoRAxKESdQkShEDEoRAwKkUJEoRAxfpgy9st1yRXdunDavA3eZmNCIWJQiBQiCoUIMPHUaqqCWq3muy265oEWuRVFj7h5rvd5UYgYFCKFiEIhVsqcJipCzvmb3RQtua92pGhu1x+9zoxCxKAQKUQUCrEyXsxTsdRxcZC49sy4og1neJwahYhBIVKIKBRiJYxWFqotRIuuP9JStMZ0b3OjEDEoRAoRhUJMzMxcqxDV/luwojvPtxVtsNzT5ChEDAqRQkShEBNziE1qSmlY0WHJFwWhEDEoRAoRhUJMiO2EuYLcVUjRzQcJRXM8PWmmEDEoRAoRhUJMyFGSEFUPpOgLYtFrvMyOQsSgEClEFAoxETvtVxArOBgp21YsWlTqYXoUIgaFSCGiUIiJ+FCUmspFyjaQy37nYXoUIgaFSCGiUIiJeEKWmtpWedHSPLnoxx6mRyFiUIgUIgqFmIgBDkL8tvKi6xyKjvcwPQoRg0KkEFEoxERId86gR4j5ctFPPEyPQsSgEClEFAoxEZ/IUoOuITaUyy7wMD0KEYNCpBBRKMRElMkXAg9FynYQix5U5mF6FCIGhUgholCICTlOtNoNSNFXxKI9vcyOQsSgEClEFAoxIa9JUsuDRordJj31lzvby+woRAwKkUJEoRAT00SwWles6CihaBdPk6MQMShEChGFQkzMAntn8YE7saJlrW1FG6/1NDkKEYNCpBBRKMRKeD3HIrXCFWjRTSdaitaZ421uFCIGhUgholCIlfF2tTip1VuKF934l7iiTVzPyFIJFCIGhUgholCIlbL45JhOEa3ETdHSYfUiRQv6eT71HoWIQSFSiCgUIsCU82uEnFbUAT5dDvPz060KKkTa7L4l3udFIWJQiBQiCoWIUfL9ByuTLbt6znKwH8YlFCIGhUgholCIGP8Iflz8zsEGhYhBIVKIKBQiBoUIQiFiUIg6hYhCIWJQiBgUIoWIQiFiUIggFCIGhahTiCgUIgaFiEEhUogoFCIGhQhCIWJQiDqFiEIhYlCIGBQihYhCIWJQiCAUIgaFqFOIKBQiBoWIQSFSiCgUIgaFCEIhYlCIOoWIQiFiUIgYFCKFiEIhYlCIIBQiBoWoU4goFCIGhYhBIVKIKBQiBoUIQiFiUIg6hYhCIWJQiBgUIoWIQiFiUIggFCIGhahTiCgUIgaFiEEhUogoFCIGhQhCIWJQiDqFiEIhYlCIGBQihYhCIWJQiCAUIgaFqFOIKBQiBoWIQSFSiCgUIgaFCEIhYlCIOoWIQiFiUIgYFCKFiEIhYlCIIBQiBoWoU4goFCIGhYhBIVKIKBQiBoUIQiFiUIg6hYhCIWJQiBgUIoWIQiFiUIggFCIGhahTiCgUIgaFiEEhUogoFCIGhQhCIWJQiDqFiEIhYlCIGBQihYhCIWJQiCAUIgaFqFOIKBQiBoWIQSFSiCgUIgaFCEIhYlCIOoWIQiFiUIgYFCKFiEIhYlCIIBQiBoWoU4goFCIGhYhBIVKIKBQiBoUIQiFiUIg6hYhCIWJQiBgUIoWIQiFiUIggFCIGhahTiCgUIgaFiEEhUogoFCIGhQhCIWJQiDqFiEIhYlCIGBQihYhCIWJQiCAUIgaFqFOIKBQiBoWIQSFSiCgUIgaFCEIhYlCIOoWIQiFiUIgYFCKFiEIhYlCIIBQiBoWoU4goFCIGhYhBIVKIKBQiBoUIQiFiUIg6hYhCIWJQiBgUIoWIQiFiUIggFCIGhahTiCgUIgaFiEEhUogoFCIGhQhCIWJQiDqFiEIhYlCIGBQihYhCIWJQiCAUIgaFqFOIKBQiBoWIQSFSiCgUIgaFCEIhYlCIOoWIQiFiUIgYFCKFiEIhYlCIIBQiBoWoU4goFCIGhYhBIVKIKBQiBoUIQiFiUIg6hYhCIWJQiBgUIoWIQiFiUIggFCIGhahTiCgUIgaFiEEhUogoFCIGhQhCIWJQiDqFiEIhYlCIGBQihYhCIWJQiCAUIgaFqFOIKBQiBoWIQSFSiCgUIgaFCEIhYlCIOoWIQiFiUIgYFCKFiEIhYlCIIBQiBoWoU4goFCIGhYhBIVKIKBQiBoUIQiFiUIg6hYhCIWJQiBgUIoWIQiFiUIggFCIGhahTiCgUIgaFiEEhUogoFCIGhQhCIWJQiDqFiEIhYlCIGBQihYhCIWJQiCAUIgaFqFOIKBQiBoWIQSFSiCgUIgaFCEIhYlCIevYJcfOELi0a1T/x8qdX+J1JPBQiBoWIQSFSiADbhx6gTPJ6ZJUSKUQMChGDQqQQK+f7Y1UMtd/yO58YKEQMChGjygpx95R7urbvfv8Xe+Le3TtjSI8Ovf66lkKMZUaRiiN3uN8ZRaEQMShEjKoqRP1mTWvfQ9O0wb/GvPv7UE27uld7rfhTCjHKqkOUhdzsOUakEDEoRIwqKsS9d2jd5vwR+M8bmjYh5u1xWufZwXcnaMWrKcQIF1h9qNT+a/1OKgyFiEEhYlRRIS7RtCWhF8O1ntF3/7eDNiv0Ypg2hEIM867dh0r18TurMBQiBoWIUUWFOHfwvcaLLzRtV+Tdz7RrjUuKq7Tiv1OIJmdLQiz4ye+0TChEDAoRo4oKMcIMrV20W+Vpbbjx4veO2nwK0WBNniRE9bLfeZlQiBgUIkZVF+Jw7YHoHwO1N81XN2nvUogGr4g+VNf4nZcJhYhBIWJUcSEuK9ZWRf/qqU01X92nvWi+erSHweTfM8vevRleoRPDZSG28jsvkz0BvzOw8UfwY+N3Djb+CPzhdwo2gtspC5Pa43cGNvYGHJL6zWshrumivRXzZ2ftC/PVUO1Z89WNLQwmpLiqfZY7ZCE29TsvQqo6u61vpCjEWR21V/bG/N1Z+9J89ZA20nxV5YX4gCzE0/3Oi5CqjrdC3DtBK/447p2eWviG7Hu1searOR8ZrPxXZtmzJ8MrdOJZWYhX+p2Xye7Av/1Owcp/gx8bv3OwsSuwy+8UbAS303/9zsHKvwO7/U7Bxh+BwG9i4L9eCnHXo1qXRfFvDdImmq/6aJMsi1fZTpWpshDv9DsvE3aqYLBTBaPKdqrsuk/rs83y3gjtCTPYXvuOQjQoPVAU4gy/8zKhEDEoRIyqKsTfhmi3/dP65gyt2++hF99r7f9FIZr0lXx4bLnfaZlQiBgUIkZVFeJLWt9fbG/+0kmbVvH/3sHhQ0UKUdfX1BaEONHvrMJQiBgUIkYVFeJ6rXh97N8f3Tm04r93tKtn/RH4ZZTWYQuFGGGY3YeX+Z1TBAoRg0LEqKJCHKkVdwkzL/j3C1q3irf3DNe0Tr3aax2tD+5VaSHq3W0nzBv9TikChYhBIWJUUSEO06LMjgoxEPh6SLcON4zaai9RlYW447p4HzbPokkEKEQMChGjigrRPVVZiLo+ImbM7PwbtvmdTgwUIgaFiEEhUogIP91xhKHDul2/9TuXOChEDAoRg0KkEEHmv/XcM69P2+l3GhYoRAwKEYNCpBBROFE9BoUIQiFiUIg6hYhCIWJQiBgUIoWIQiFiUIggFCIGhahTiCgUIgaFiEEhUogoFCIGhQhCIWJQiDqFiEIhYlCIGBQihYhCIWJQiCAUIgaFqFOIKBQiBoWIQSFSiCgUIgaFCEIhYlCIOoWIQiFiUIgYFCKFiEIhYlCIIBQiBoWoU4goFCIGhYhBIVKIKBQiBoUIQiFiUIg6hYhCIWJQiBgUIoWIQiFiUIggFCIGhahTiCgUIgaFiEEhUogoFCIGhQhCIWJQiDqFiEIhYlCIGBQihYhCIWJQiCAUIgaFqFOIKBQiBoWIQSFSiCgUIgaFCEIhYlCIOoWIQiFiUIgYFCKFiEIhYlCIIBQiBoWoU4goFCIGhYhBIVKIKBQiBoUIQiFiUIg6hYhCIWJQiBgUIoWIQiFiUIggFCIGhahTiCgUIgaFiEEhUogoFCIGhQhCIWJQiDqFiEIhYlCIGBQihYhCIWJQiCAUIgaFqFOIKBQiBoWIQSFSiCgUIgaFCEIhYlCIOoWIQiFiUIgYFCKFiEIhYlCIIBQiBoWoU4goFCIGhYhBIVKIKBQiBoUIQiFiUIg6hYhCIWJQiBgUIoWIQiFiUIggFCIGhahTiCgUIgaFiEEhUogoFCIGhQhCIWJQiDqFiEIhYlCIGBQihYhCIWJQiCAUIgaFqFOIKBQiBoWIQSFSiCgUIgaFCEIhYlCIOoWIQiFiUIgYFCKFiEIhYlCIIBQiBoWoU4goFCIGhYhBIVKIKBQiBoUIQiFiUIg6hYhCIWJQiBgUIoWIQiFiUIggFCJGVgrxt39nlt8yvcLKWTp+/Kd+52Bj126/M7CxZfz41/zOwcZ/d//X7xRsvDZ+/Ba/c7Cxe5ffGdiYOn78EjHwm49CJIGJLVr08zuHfYEVLVqc4XcO+wRntmix3O8c9gX6t2jxOrYkhZhJKEQMChGEQsSgELMTChGDQgShEDEoxOyEQsSgEEEoRAwKMTuhEDEoRBAKEYNCzE4oRAwKEYRCxKAQsxMKEYNCBKEQMSjE7GRG//4j/c5hX+Dn/v1v9TuHfYIB/ftv9DuHfYFR/ft/gS1JIRJCiAmFSAghJhQiIYSYUIiEEGJCIRJCiAmFSAghJhRixrhJC/Om36lkOf83of/V3e+cahuaicQwQosy2+9kspq/vz6wU/se93/+B7IwhZgxemiduhhM8juV7OanHlpxzy6adt8uvzPJZp7vEqZYm+N3MtnMyi7aVYMe6Kdpg/4PWJpCzBgdtGV+p7BP8K+e2sNlgcDia7QJfqeyT/CD1uu/fueQxfy3u/ZghQlXddaeBhanEDPFLk3b4HcO+wSvabf9XvH/7Hte8zuVfYFdN2qL/M4hm/lG03aGXryltQdOminETKGHdwxJyB/dtIV+57AvMVZ7yu8UspqZWru9oRezNA24BkMhZorNmvaL3znsC6zSrtrtdw77EBvbdf5fv3PIan7StM2hFxO13sDiFGKmWKUV6+8Mufn253glMSFTtUGBLRMeefAFbieEe7QP/E4hy3lEu6s8+N+KTtosYGkKMVMs1Io7GzdJPMUjoASM0x6d3C60nYZzO1XKAq0Xt1Jifh3Vsf2tg/tovb5ElqYQM8UsTbt1/i+7N43QtOf9ziWbGaXd0H7c1t1lbxRrL/mdS9az91Ztmt85ZD3z7q74eW333DpkYQoxU5R9t9D4LR+rFZf4nEs2E/zBeC/0YoLWTvc5l6xnkdaVN2tWwhit54yyX7e+1qH9bGBpCjHj/NJO+9TvHLKY57Vi4zv+L02b4XMuWc9D2ji/U8h2ZmsdjE6V6VoXoFeTQsw8fbTxfqeQxUzUepqvrtXe8TWT7OfvxRp0HliVGao9bLz4/SrkEUcKMfPcqL3hdwpZzGytk3HfWOB689yZODFV67nX7xyynZsjl6Kv196tfHEKMVPM/8B8oOCfxTwVTEB5sflEz3+Lta98ziXbeUwb4XcKWc+d2uPGi71Xax9XvjiFmCke1fr8GnoxQevAW2kTMNj8BL+ntfsfn1PJdrppH/mdQtYzVutmXDpcoWmrKl+cQswUq4q1wZsDgX+/UcxBCxKyrlh74T+BPTOv4u1JlfAPjY8xV8q29tpDFXcrrOmj3Q5cX6AQM8bUdprWpVfwn5F7/E4lu5nRXuvQu7OmDfnV70yynHUa+1QqZ95VWvv+992oaf3KgKUpxMyx+fl+HTv0Gr7U7zyynp+f7dW+633ToQE9qzLLNG273znsA5SOH9ipfbf7/gbdsUkhEkKICYVICCEmFCIhhJhQiIQQYkIhEkKICYVICCEmFCIhhJhQiIQQYkIhEkKICYVICCEmFCIhhJhQiIQQYkIhEkKICYVIsp4zldqU1hW0VmpZWldA9hUoRJIu9nx+01n1a+TVOfrKp7emVJFViJ8qdWZKFVqhEIkJhUjSxHcnqQj596UyuGHahHidGhP6n0IkJhQiSQ9fV1fqgO5PT3hzzE2HBpXYL4Wq0ibE4ylEEg+FSNLCniZKXWtODP777UEjzky+rnQJ8f9yKEQSD4VI0sIcpY75PfJXN6UuT76udAnxS0UhkngoRJIWxinVJ/rX6t6j5pgvv+t3/P4FDS997t/Gn8epaoHAe5c1Kqh/6ZvhSdH+/cLlh9aoVv/i58wjTEiIlnrPUtUDgbnXHFG4X8th/zEX2dD/mJpFZ77w30BfpX4IDDWvb3YPCXFl4NtrmsQuTKokFCJJC0Ehdhbe/rVnuJ+lwfzQG82V+k8P8602v4XeWnhIeJkjjIl0ASHa6r1Yqb1h5TU3JPl+dePP00s7K7XeIsQNf82NW5hUTShEkha+U6rGavvbmlKHP/vN4g87KVV9ecUbLZV6QJ02avKkG4JCuq3indIDlbpo3MxZY4OuPCI0UxogRFu9lyr1qmr23NT3b6um1JCKd1YFX1z03oIPWqtL2ij1c+B/N9yu1NANG0pDQnxenfzc1Em35Cs12OtNQfYhKESSFvaeqlTd0f+yvPuqUmf/M/TqJaVaVvwflF1ez9C58iSl8itm1bxfqctCM1fvPkupV8xlNsXWYheivd6g4+pcF7rX53WlDqv4v71S14RWdL+qYVT4WMw1xDrdQwu/oVTjVJtO9mEoRJIefqwXPP+sfvlT38RON3+8qvaz+fJCpRYGQrIrMk9SWyk1KvjfY61P+9x44x2lugYCiBDt9bYOH14G9uyn1P8EAv9XoKrtMBY5Q9mF2MRYeG9dpfRUmk32bShEkia2tjMuyhWeN3Sh2V2yQqnW4fA4pR4MhGQ3wHxntPWy4zKlLggEACEK9QYd97D5TvBAM3jyPt2sLMgHghAfM2NnhxYmVRUKkaSNFXceb3ZcnDgx9EbwzPbucDBouzaBkOzeNt+Zo9TJkbJ/7Nq1a7kpvkqFKNQbdJx5nFnxcnEg8Kx5iTLI/+XZhfhl3MKkqkIhknSy44PbW+ZXKLFDxS00D6o4Tg2EZPeduexPSjUMvfjs2hNqmYtgQhTqDYptkRltE3p5t1J/DS/fxC7EJXELk6oKhUjSzT/fvzBoqS7BVwPjxXVkICS78CnqTqXqVCz+l5hFMCEK9cbca2047malXgwvf7pdiPELk6oKhUgywJigptYFAoOU6jM7yreBkOx+MhfaodT+wf+uVKpo2LK//xEIrEGFKNRrc9xNSo0NL38mhUhkKESSCc4L6WioeUtgDEE3LTdfBk+ZGwUCC5WqZR4zrkCFKNRrc9ydSj0bDh5FIRIZCpGkhy3rY/+6RaknAoGJSnWyLBaU3VTz5dehWwifUKqv+cYUVIhCvTbHPRntePlXNQqRyFCIJB1MqafOiP27Y+ge69VK1bcMjHhm9PaY55W6LnQ9cLT5xrWoEIV6bY77UKkrw8kJt91QiKQCCpGkg5LgQdir0T831FBqTfD/E5V6x3xrXLMhFeNoB2V3/B7jnUuVmhgI3KPUo8bfiwuUahEIIDdm2+u1OW6bUrXNwSLOjwpxZOgNCpGYUIgkLdyuVN6D/zT/mN7YuDkw8JpSB60JvbWwriosCYRkl/N46J1pStX5R+jhueYhQ/5w2AVKNQgEokIceMstpRX/24Vor9fuuJbhc+Yn1AFGhWOUujn0DoVITChEkhZ+Cx7vqZqt7xz+zMM9mwRfNt0ZeltTqtbdn89/7/oC8+gsKLveqt2Hi7++t1CpYcE3/rl/UJ5frpzWt3q9zQ2UenJFeUSIecZhZoUQG94Z5SepXrvjgqXU1VMWf6Kp6y80KgwquMYjr/+VQiQRKESSHn5/uE70zsC83v8w3o0O05X/VOiNoOzWtzffui70hN8H+eY4Xt9X3Duo1JuSEGOZLdUrOC58+3bxv00h/n50xZ/1KEQSgUIk6eLvr13TrKggv+5xHUbGzLq38Kam++cd0PI+czCGoOw2733nskMKDrrio/ASnQ6uVv/MZ/4eCPyrz8E1TvkGEaKtXslxszo2LGh42Xt7Ki4ihjLapB1Y2LgbhUgiUIjEV9I+57JEM6V+yfhKyb4AhUh8xQ8h/lEr9EgMITYoROIrmRPiqM6nmufFU1Oa8or8maEQia9kTogDlLokNGlL+bFKTcrMOsm+BoVIfCVzQtxepNSJoz6f/nhDpS76o/LlSVWEQiS+ksFriAsahvulW/1PhlZJ9jUoROIrmexU+WXERQfl12rSZfLeypclVRMKkRBCTChEQggxoRAJIcSEQiSEEBMKkRBCTChEQggxoRAJIcSEQiSEEBMKkRBCTChEQggxoRAJIcSEQiSEEBMKkRBCTChEQggxoRAJIcSEQiSEEJP/B/DxeZIbE/myAAAAAElFTkSuQmCC" width="432" />
]]
---
class: split-40
count: false

```r
  ggplot(data = iris) +  
  geom_point(  
    aes(  
      x = Sepal.Length,  
      y = Sepal.Width),  
    size = 3) +  
* geom_point(
*   aes(
*     x = Petal.Length,
*     y = Petal.Width),
*   size = 3,
*   shape = "triangle")
```
]]
.column[.content[
<img 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" width="432" />
]]
---
class: split-40
count: false

```r
*cowplot::stamp_bad(
  ggplot(data = iris) +  
  geom_point(  
    aes(  
      x = Sepal.Length,  
      y = Sepal.Width),  
    size = 3) +  
  geom_point(  
    aes(  
      x = Petal.Length,  
      y = Petal.Width),  
    size = 3,  
    shape = "triangle")  
*) 
```
]]
.column[.content[
<img 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" width="432" />
]]

---

```r
  ggplot(data = iris,  
         aes(  
           x = Sepal.Length,  
           y = Sepal.Width)  
         ) +  
  geom_point(size = 3) +  
  geom_point(size = 3,  
             shape = "triangle")  
```
]]
.column[.content[
<img 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" width="432" />
]]
---
class: split-40
count: false

```r
*cowplot::stamp_good(
  ggplot(data = iris,  
         aes(  
           x = Sepal.Length,  
           y = Sepal.Width)  
         ) +  
  geom_point(size = 3) +  
  geom_point(size = 3,  
             shape = "triangle")  
*) 
```
]]
.column[.content[
<img 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Y125MzMzJCQELV7RUREhEgkoh0Z5GQy2ZUrV3777Tel6QKBYMuWLe/evTNIrTQ7derUkCFDVKf379//wIEDtMOKRKKIiAi1O1tISEhmZibtyLoTHBzcp08fpYkCgWDEiBFRUVG0w5aUlPzzzz9qV8WhQ4eKiopoR46NjR05cqRq5N69ewcFBdEOCwoZGRnjxo1Tu+0GDBhw79492pHfv38fGBioGnnhwoUXL16USqX0wkql0m3btvXs2VNpukAgGDNmTFxcHL2whJCCgoIDBw6oXRXh4eFlZWW0I3NOenr6rl27VFfFnDlzIiMjKysraUe+ffv2smXLVKcHBAQ8e/aMdlhQyM3N3bt3r9rd+OTJkxUVFbQjJyQk+Pv7q05neDMPtPFkMpmh68BtOTk5hq7C//Pq1atVq1bFxMRoKNO/f38/P782bdpQDyuTyU6cOLF27dqUlJSqytja2s6ePXvu3Ll2dnZa1FiFnZ0dn8/Pzc2tabvlnTt3Zs+erWENE0IcHBxWrVo1adIkrSJHR0evWrXq9evXVRWwsrKaMWPGokWLtGpWXVJSEhgYGBwcXF5eXlWZxo0bL1u2bPTo0VpVGBSuXbu2cuXKx48fV1XAwsJi4sSJS5YsqVOnDpMFWVtbOzg4FBYWMrkzI4TExcXNmzcvIyNDQxlnZ+cNGzaMGjVKq8inT59es2bN+/fvqyrA5/NnzZo1f/58e3t7rSLryOHDh//666/i4mINZRo2bLhr167u3btTDysWi8PCwjZu3Jibm1tVGRcXl4ULF86YMcPS0pJ65AcPHsyaNUvDGiaE2Nvb+/n5TZs2jXpYUJBIJKNGjbp9+7bmYo0bNz579qy7uzv1yDk5ORs2bDh06JCG47ddu3Z+fn59+/alHpYQEhISsmbNGs25a/PmzUNCQjp27Eg9rEgkCgkJCQwMLCgoqKqMm5vb77//7unpaW5urkWN9cXFxUXeYUdRURGTR8OFhYVbt27ds2ePhsyqWbNmy5cvHzFihFaRExISVq5ceePGjaoK8Hg8Dw+P5cuXN2nSRKvIJsDV1VUoFJaUlDAJUl5eHhQUFBQUpCGOu7v7n3/++f3332vVzcTLly9XrVp14cIFDWUGDBjg6+ur1c28CXB0dJRf10pLSzXcfFLB5/PVJiwLAtuLKtVHRsLMlJEkzGfOnJk3bx6VHcjKymrz5s3ff/89lbBCoXD+/PmnTp2iUrhNmzaHDh1q1KgRlcJq1cyEeevWrQEBART/5KFDh+7fv59KSbFYvGzZsn379lEp3KhRo0OHDlE8+b57927y5MmvXr2iUvj777/fvHmzlZUVlcIgJ5PJ1q9fv3nzZip7hZubW1hY2Jdffkl7cawkzCtXrtyxYwfFwj/88MP27duplBSJRIsWLTp69CiVwi1btjx06FDTpk0pVkNHpk6dSvEFMo/H8/HxWbBgAZXC+fn5Xl5e165do1L466+/DgsLc3FxoVJ4586dK1asoHgKGjBgwD///EOlJCikpKT06NFDKBRSKWxmZrZ///7BgwdTKfzff/9NmTJF81MqhXnz5i1btoxK14xSqXT8+PEUdzYzM7OAgIAZM2ZQKZyVlTVt2jSK79L79+8fEhJSq1YtKoX1iZWE+dWrV5MnT6bYUGjy5Mnr16+neCXdt2/fsmXLxGJxtSXt7e2Dg4MHDRpEJazJYJ4wp6amenp6Pn36lErhESNG7Nixw9bWlkrh06dPz5s3j8q5wtraesuWLePHj6cS1jQgYdZCcXFxZGTk3bt3P378KBKJHBwcmjVr1q9fv169elF8fiOTyS5fvhwXF/fhw4fS0lInJ6e2bduOGDGiVatW9KpkDAnz3r17ly5dqtWm9PPz+/XXXzWXqaioGDNmzN27d6mHdXFxOX/+/GeffUZ9lk/VwITZx8dnz549Ws3StWtXzY8eCSESiWTKlCmxsbHUw9rb2588ebJr166ai7148cLDwyM/P5965B49ehw/fhw5M0UymWzevHnh4eHUZ7Gysjp06JC2r48UmCfM3t7ex48f12qWb7/99sSJE5rLiESiCRMmxMfHUw/r7Ox89uxZAz53/+677x4+fKjVLF5eXmvXrtVcJi8vb9iwYUlJSdTDNmnSJCoqqtpv3rR60iHXvn17Jm1xa5qUlJQvvvhC20bRwcHBY8aM0Vzmxo0bEydOpJiHy40ZM2b37t3V3i998803FB+JKixevHjJkiWay2RkZAwdOlRzWyolbdq0OXfunKOjo1aV0TXmCfOTJ09GjRql1QcUffv2PXz4cLUtR9auXbt582bqYc3MzAIDA3/44Qfqs3Adw4Q5OTl56NChWn2K2LVr19OnT1ebM4eGhvr4+Gh1A7xy5Upvb2/q5TnNsAmz+YoVK5gsUp/evHnzxx9/3L9/Pz8/n8fj2draFhYWpqen37x58+3btz169Kj2ualYLF61atWZM2eysrIIIY6Ojvn5+cnJyZcuXXJwcGjZsiWNWhn8S5u4uLg5c+ZoezG+fv16+/btW7RoUVUBmUw2d+7cixcvahW2vLz86tWr48aNs7Gx0WpGOSsrK0tLS4aHAYeEh4evXr1a27nS09NTUlKGDh2qoYyfnx/Fl3IKIpHo0qVLo0eP1jDMSV5e3ujRoym+zVBISUn5+PGj5gqDwrZt23bu3KnVLBKJJDY2dsiQIfR6gbKwsLC2tq6oqKD3oeOuXbtofOD6/v37kpISzUn+woULtf3WVygUXr58efz48Xw+X9sqMTdv3jxtz5mEkIcPH7q7u2to1FpZWenp6ZmQkKBV2IKCgrt3744fP15Do9ZTp075+vpqFZYQkpWV9fr1aw8PD21nrIEkEkmHDh1oPIo6f/78qFGjNBzRycnJ48eP19zsX9Xz588JId98842GMlOmTLlz545WYQkht27dateunYabCqFQOGHChJcvX2oVNicn58mTJ2PGjDGqMQv5fL78oUNFRYVEItF29uzs7NGjR2v7uiU5OTk3N1fz2+Djx48vX75cq7Dy10g9e/Zs0KCBVjNyl62trVgspveko7i4eOzYsR8+fNBqrvT09KSkpJEjR2p4VnXlyhUaN/PXrl3r2LEj7ddU3GJjYyO/nFVWVlJpQKGBpaWl2rc4MXd2SqTqI3PmDXNZWdmcOXNyc3MbNGgwe/bs9u3b83i84uLio0ePRkREEEImTZpUbTPj0NDQiIgIPp8/e/bsXr16mZubl5WVHTt27NSpUzweb926dTTeSxj2DXNpaemXX35Jr88tJyene/fuVfXl6tmzZ728vOjV6scffwwMDKQxY416w1xWVvbZZ5/RfqcXHR39xRdfqP0pPj5e229EFQYNGnT48OGqfp0zZ86xY8foRQ4LCxs2bBi9eWuO58+f9+3bl8YdGCGka9euMTExNIbkZfKGOS8vr23btvQqzOPx4uPjq7rDjoqKmjp1Ko2whJBx48bt2rWL3ry0PXjwgGIzWlWWlpZJSUlVvX/YsWPHypUr6UVesmTJ4sWL1f4kEomaNWtGu1uas2fP9ujRg968NcfIkSNv3rxJb14XFxcN6aWHh8etW7dohOXxeLGxsZ07d1b766VLlyZOnEgjLCGEz+e/ffvWwsJC7a9r1qzZunUrvcgBAQEzZ86kN68uMHzD/NNPP507d47eosPDw/v376/2p8zMzG7dutF7i9OwYcPbt2/XkIZgTN4wL1myhOKXbqq2b99e1Zv8kpKSL7/8kl5C4ezsfO/ePWNrhaELhn3DbERP7DS7evVqbm6uhYWFn59fhw4d5DeFDg4OXl5e8kakV65c0RwhLy9P/rJi1qxZffr0kT+lsLW1nTZtWo8ePWQy2aFDh3T/d7Bs586dtHuoLigoqCqtFYlEa9asoV2ro0ePvnjxgvbsNcSCBQuYfDJaVSMcmUxG+96aEBIbG1vV7V1iYmK1bWg1WL16NcMngjWBv78/veSTEPLw4UPaN2G0/fLLL7QrLJPJfv75Z7U/icViGo0vFE6dOvXkyRPas9Mze/Zs2vNWVlbOmzdP7U/5+fn0nj/KBQUFVXUTtnjxYiaduM6ZM4f2vDVEdnY27WyZEJKXl1fVpxmxsbH0smVCiEwmU9v7rtzChQvphSWElJeX+/j4qP0pPT2dyVgPmzZt0vZdutF68OBBZGQk7dn9/f2regn5v//9j3abx5SUlL1799KuVQ3x9u3bgwcP0p59/fr1VZ1yNZyoq5Wfn79t2zbatQKKOJMw83i8Ll269OvXT7U/WHnCLG9lrcHt27fFYrGTk5PqOB/y7gefPn2q1ZeZBieRSBie4Pbv36/24eilS5eYjFjDvGI1wfnz55nM/u7du7dv36pOv3///n///cckclXfVO/Zs4f22CSEkKSkJHz3qNm7d+8uXbrEJEJISAhblaFCLBb/+++/TCI8ffo0Ly9PdfrVq1c1dO1eLalUqm3XAAwlJyczHOWrqsbnx48f19CZcLVKSkqqajNy+vRp2mEJIampqRiZRjPmzxSqevrJ8Ei/fv26vG22kvv372v7xY2Sqj4FOnToEJM3Qrm5uSdPnqQ9u1HZs2cPkzZ0z549U9v3dXFxMcPe+PR8zuSiffv2MXnPkZqaqvbGTywW035rLRcWFoaBPHWNMwnzkCFDVq5cqbafKvnb5moHxUlMTCSEtGvXTvVLmFatWllaWspkMm5d/u/evathcBEqiouL1XaoEx0dzSQsISQmJqYmNKum7dKlS8zPbmq76mEyvqvclStXVB+CSqVSGh9nKmG+X5k25tvu3r17+hwUPTw8nMkzFLndu3erTmS+Ki5evEj71TcNzB/wV1ZWqn1cwnxVqO0j8M6dO1p1FqWWth/b1zTVDiJVLbUvnYqKimi/XlZQOwIl8w1aVlam9okt893YNC4flZWVly9fZhhE7ba7fPkyw5uKlJQU+X0yVIWVe2PViXfu3FH74Ji6oqIiJo1ZgArOJMxVEYvF8tdW1fbum5qaSghRO7yhhYWFm5sbIUSrzhsNjpXDQ20Q5pEzMjIYvm8xbUzaNivoaNuVlZWpdi/06tWrahtxVAsndM2Yrx+pVEqjtx7amDQsVFD7NQ3zfCAnJ0fbbn6ZYGXfVj0tSCQSrcYpUOvBgweqj8C06oa9KswTQtPGSgeWqnfYd+/eZf68Ve0ee//+fYZhCSGqHeYXFRUxz8Ru3bplAk/hExMTmTQYkdPRpZ+tIKYqNTVV276+VGHbcZf6vhmMn0wmy8/Pf/369bFjx5KSktzd3T09PTXPIj9JOTs7q/3VyckpLS2tqibZwcHBahurfPPNN0y+LmOIlQbkubm5rq6un06RyWSZmZnMI5eVlSlFpoheT7/cwjz5JIQUFBSormFWIpeUlChFZqU3+PT0dHq7RA3BSg+CxcXF9FYyjS5DWKlwXl6eaoUZtguVo30KoqGwsJB5kMzMTKUKp6enM2kBKCeVSisqKpQeFrOyhgsLC3FEV4WVXYIQkpiYOHny5E+nsPI1r+rORghhMjKtgup5Pjs7m3muW15ebmZmZmy3B9qOEV1aWsp8oRkZGarbjuErSrn8/PwackTb2NhoO5gLk6+EFLKzsxU9VymwcjOv9kpqquzs7NR22UUdjQsrJxPmzZs3X716Vf7vBg0aTJo0aeTIkdXu+vLmZ1UNYWdtba0owxWstL1Uza+KioqY9ASjwErWbaoYtqWXU5vEsrJXqG47VsKWlZWVlJTY29szD2WSWHnYoc/jjpXLvOrdf3l5OSs37vpcFaw8UVJ9AMFWA/usrKxmzZppXhYNNWcIQBoePHjAShzVwbd1dOknLN0C6ejyQQjJysoytoRZW6ysiry8PLFYrNQbOecuH5zDyraTSqU5OTn16tVjPTIrOwBowMkm2WZmZorvkHNzcxMTEx8/fkxx3qrGXJE//qQxIosBVfW2XCuq337b29tXNSyEVlipnqnS9rG0WvKnPEqq/ZifCtVtx0pYKysrhg8FTRsrh4w+jzsNQ3ZTpzpgMo1n/2rpc1WwUmHVl/ysHHdE3apgZQwStacgkGvbti0rcerXr680RUcneUIIK6MKqVZPd7sx57CyKhwcHFRv0jh3+eActnZj1Tg6upkHdnHyDfOCBQsWLFggEonS0tKuX79+5syZhIQEDw8PzeMG29jYlJeXV/XuVD5d9dZNbsyYMb1791adbm9vz/xzFNpYOcZcXV1V/wRXV1fmDfYcHBy0XTl8Pt/a2rqwsNAEPlXSTP7NPEO1atVSXcNubm7MHxKrRmYlNapTpw5bzRRNkkAgYB7E2dlZ2+POysrK1ta2pKRE23G/WHnbo7bCbm5uzL8Wo3EKYrIs5k0i3dzclCpsY2PD4/GYnw/t7OyUIquON0GDPtcw57DyDIUQ0qZNG6WVzMrDDtWdjRBiZ2fHvM1wvXr1lCKz8pzUwsLCysrKSPa3WrVqyV/blJaWatW2k5Vn5XXq1FFdD6ycjV1cXIxkDeuUk5OTSCTStlkQK43jnJ2dKyoqlDIR3d3MmxjF+zyhUMiwOYyVlVVVLY6rwsmEWc7Kyqpp06ZNmzZt1qzZhg0bIiIievfu3bJly6rKu7i45OfnV3VPI59e1V4rEAiqupdlpWEbPV26dGEepGvXrqp3yax83takSRNt77/lPe6KxWKTT5gHDBgQERHBMEjnzp1V1zArw8+2a9dOKfJnn33GPGxKSgqGYtagS5cu1Y4nXy21e4Vm8kHpJRKJtjP26tXr2rVrWs2iqlu3bqrLZZ4tE0JatGiht/2tU6dO79+/Zxhk4MCBShU2MzNj5WRoY2OjFPm77747duwYw7AdOnTAEa1rw4YNU1rJnTp1Yh72888/V912bdq0Yd6wU7XCrGT4YrFYKpUy75afXdqeNlu3bs18oa9fv1ZdaJcuXZgMESyn9obQJEmlUm3/0gYNGjBfbn5+vtptxzxyTdh2iqshjdsVJdpmy4QQFh5dG5xMJps4cWJZWZmnp+f48eOrKib/8vmrr77y8fFR+kkoFE6cOFEikfj4+Hz11VdaLd2ACTMr76OIus8nWIlM46sMOzs7Pp+fm5trArulZka+7XQXWZ+DHnGO7radZtbW1g4ODoWFhdp2g4GdTYFzq8JQO1uNwrltZ+SRjWdnc3Fxkb9hLioq0qrHciNfw2ojmx5XV1ehUEijpwzOHdEmRtFfWmlpKcMeNPh8vtqWLwsC24sq1UfmzDfMa9eunT9/vton4lKpVH7C0vzosWPHjoSQxMREtS/lJBKJubl5+/bt2asyV7F16LIVBzRQWsm6W+fYK3QNa0aBcztbTT7usN9WhXPbzvh3EuxsClgV+ofduIbjTMIsFovfvXt34cIF1a8O7t+/L8+BGzdurCFC9+7dbWxsiouLL168+Ol0mUx2+vRpQsiXX37Jof57WTzkjP8yaWI4sVo+rSQnKgwK+tleOAXpAue2HegB587GnKuwfnDiRIftpRa2HXAmYR47diyPx8vOzvbz83vx4oW8yW5FRcWlS5e2bdtGCHFzc+vataui/KlTpxYvXrxixQrFFAcHh9GjRxNC9u3bd+XKFYlEQggpLi7evn3706dPLSwslIY6NGasHxWKgDjeOIdz244r9dQnzq0TnIIUOHEjxXo0/UTmLq6sE84dd1yppx5wbtuBgu62HXYG3eFMp19t27b19vbevXv3y5cv//jjD3Nzc1tbW8UAns7Ozj4+Pp+OiJCRkfHq1Sulrn2///77Dx8+xMfHb926dffu3fb29vn5+RKJxNLSctGiRY0aNdLrn1QzCAQCk/+sQiscOp3Jtx2HKgwKOO4UOLcqdHfc4YjWD2w7ovvdmPWwusa5bWfoWhgR7MZAONfpV1paWlRU1OPHjzMzM0Uika2tbYMGDb744ouhQ4cqtabeuXNnTEyMg4PD4cOHlYL8+++/sbGxycnJ5eXlzs7OnTp1Gj16dMOGDelVyYCdfilIpdK1a9cGBgZS3Jq//PLLihUr5F3javbx48cpU6Y8evSISlgXF5fQ0NBevXpRKaxWzen061OTJ0++cOECxcJNmza9cuUKlW8H8vLyfvrpp/j4eCph7ezsgoKChg0bRqVwXFzczz//THEAg65du+7fv79u3bpUCoNcaWnp7Nmzo6OjqRS2srLasGHDpEmTaC+OdqdfClKpdPTo0Tdv3qRYvm3bthcuXKAy7k5GRsbUqVMfPnxIJayjo+OePXv69u1LsRq6UFJS0q9fv3fv3lEsP3DgwCNHjlAp+eLFC09Pz+TkZCqFGzZseODAAYq9cvz000/nzp2jUlIe+cqVKxjzUysRERFeXl7Ur2ve3t4rV66kUvL48eMLFy6sarxMJQMGDAgODqYyslFOTk6/fv3S09OphCWEjBkzJjg4mErJR48eeXp6UozcvHnzQ4cOsTJGA7tod/r1qdjY2F9++UXx4kezbt26hYWFUcncRCLRn3/+SbHHbDMzs6VLl86fP5/H41Epbxpod/qlcPv27WnTpuXm5lIp3LZt20OHDlHJMqRSaUBAwLZt2yieK7y9vX19fanczJsGw3b6xbGE2QgZQ8IsFx0d7evrq/l2qmHDhitWrPDw8KAetry8fP369aGhoZovyYMHD16zZg3Dt/Q1M2EmhOzcuTMgIEDzGjYzM5swYcL27duph62srAwMDNyxY4fmoTV79eoVEBCg1XAX79698/HxuXTpkoYyNjY2s2bN+v33362tralHBjmpVBoSErJ58+b8/HwNxbp27RoQEPD5558zWRbzhFlu/fr1gYGBmoOYm5tPnz597dq11MNWVFRs2LAhJCRE87iLAwYMCAgIaNq0KfXIujN37txjx45p7ofS2trax8fH29ubeti8vDx/f//w8HD5J0VqyU8Ufn5+rq6u1COHhoauXLlS8xo2MzMbPXr0zp075akCaCU5OXnw4MHV3mHb2NgEBwcPHTqUeuRHjx4tXbr03r17Gso4OjouWLBg9uzZ1O+tpVKpl5dXZGSk5suxra3tqlWrpkyZQr3CmZmZfn5+p06d0hBZ/pXc8uXLWRmSinWsJMyEkNevXy9btiwuLk5DGT6fP3v27N9+++3TRpTVCg8PDwgI0PxgomXLlqtXrzbsE0aDYJ4wE0JSUlJ8fX0jIyM1lLGyspo+ffrSpUu1Goo8KirKz89P8818o0aNVq5cOXz4cOphTQASZm4znoSZECISiY4dO3b27NmbN29+ehK3sLDo0aPHiBEjfvzxR63OuQopKSlhYWFRUVFJSUmfTq9du/agQYMmTZrUvXt3prWvwQkzIUQkEi1fvjwyMlK1lY6Dg0PPnj03b96s1R2wQnZ29r59+6Kiop49e/bpdEdHxwEDBnz//fe0r5c3b978559/YmNjlYY3b9Wq1ZAhQ6ZNm+bu7k4vMsgVFBTs37///PnzCQkJnx4UdnZ2ffv2HTdu3NChQ5m/GWArYSaElJWVLV269MKFC6qJgaOjY58+fTZu3Ejv5WRaWlpYWFh0dPTLly8/ne7i4jJo0KCJEyf26NGDfr11ICcnZ9GiRTdu3FB9gyQQCIYPH7569Wp6Z+MXL17s378/JiYmNTX10+nu7u7ffffd1KlT27ZtSyOsWCz29fWNiIjIzMxU+sne3r5Hjx6bN2+uU6cOjcigcOrUqb/++is7O1v1GlerVq2ffvpp2bJl9CLHxMQcP378ypUrn6YBPB6vY8eOQ4cOnTZtmouLC42waWlpixcvvnXrlupT17p1644ZM8bPz4/eA5THjx8fPHgwJiYmIyPj0+mNGjUaMmTI1KlTW7RoQSOsfrCVMMtdu3bt6NGjFy9eVHo82qZNm8GDB//000/0mmiVl5cfOnTo3Llzd+/e/fQRm7W1da9evUaNGjV27FgLC858mMkiVhJmuXv37h05ciQmJkYpF2jWrNmQIUOmT5+uuTfiqohEoqNHj0ZERMTHx396Xba0tJTfzE+cOJHe5YPTkDBzm1ElzAqlpaUpKSnp6ekymaxevXoNGzZkqwPwzMzM1NTUnJwcJyenunXrNmjQgMXWIDU5YVYoKCi4c+fOq1evKioqWrVq1blzZ9rfCyjJyclJTU3NzMysVatWnTp1GjVqxMrFUiKRfPz4saSkpKCgwM3NzcHBwc3NjXlY+FReXl5aWlp6erqtrW2dOnUaN27M4sWSxYRZIScn5969ey9fvpRIJG3atOnSpUu9evVYiZyVlZWampqdne3o6Fi3bt2GDRsaeYO0lJSUhISEly9fWltbt2zZsnv37my1Z5Yfd7m5ubVr17a3t69Xrx4r7SqLiopu3779+vXr0tLSNm3adOzYkd49H2gQFxd3+/bttLQ0Nzc3eU7LyhFdWVmZnJyclZVVWlpar149d3d3enmyquTk5ISEhFevXtnb23/22Wc9evRg5aZCJpOlpqamp6fn5+e7uLi4u7vXr1+feVhdYzdhlhOLxR8+fMjKyiosLKxTp467uztbn84WFRWlpaWlpaVZWFjUq1evUaNGfD6flcgcxWLCLCeVSlNSUjIyMgoKClxdXd3d3dn6DE13N/NchISZ24wzYeYoJMwcZWlpKW84J5PJKH7VA8ZDFwkz6IGZmZkiHcrLy9PcAhyMjYWFhZOTU0lJieaW8GCEdJEwg96wnjCDfhg2YcaXSAAAAAAAAABqIGEGAAAAAAAAUAMJMwAAAAAAAIAaSJgBAAAAAAAA1EDCDAAAAAAAAKAGEmYAAAAAAAAANZB5OcAcAAAgAElEQVQwAwAAAAAAAKiBhBkAAAAAAABADSTMAAAAAAAAAGogYQYAAAAAAABQAwkzAAAAAAAAgBpImAEAAAAAAADUQMIMAAAAAAAAoAYSZgAAAAAAAAA1kDADAAAAAAAAqIGEGQAAAAAAAEANJMwAAAAAAAAAaiBhBgAAAAAAAFADCTMAAAAAAACAGkiYAQAAAAAAANRAwgwAAAAAAACgBhJmAAAAAAAAADWQMAMAAAAAAACogYQZ6BAIBIauAgDUXDgFKfB4PENXwVhgrwDQPxx3UBMgYQYAAJ0QCAS4l+Io3W07zu0VqDAAQA2HhBm0Jr8S43oMAAaBU5CC/PWy7l4ys76SdbfVsFcowaoAPcBxBzUEEmagD6dIAKiK4vyg6xwJWKeHFcvuIvSwj3FlZ+NKPQEAOAQJM2gHF2MA0BaL5w2cghRq166t9t/s4ty2012FObfvca7CwC2f7mDY2cC0IWEGSmQy2a1bt3x9fZWmCwSCc+fOlZeXG6RWAGBsPn78GBoaqnrzFBQU9P79e9phZTLZ3bt3V65cqTRdIBBERESUlZXRjsw5YrE4Li5OdQ0LBIJLly5VVlbSjpyTk3PgwAHVyFu3bn358iXtsISQhISEgIAApYkCgeD48eOFhYW0w5aXl0dGRqpW2NfX99atWzKZjHbklJSU3bt3q04PCQlJTU2lHVZ3CgoKwsPDVVfF+vXrnzx5YpAqgamSSCRXr15VewqKjY0ViUQGqRWATvGYXFGAEJKTk2PoKujc9evX/f39ExISqipQp06dxYsXT5482cLCgsmC7Ozs+Hx+bm4udktusbS0dHR0JITIZLLc3FxDVwe0Y21t7eDgUFhYyCTXIoRkZ2dv2rTpwIEDVcUxMzObMGHCkiVLGjRooFXkmzdv+vv7P3jwoKoCrq6uixcvnjJliqWlpXaV5hSZTHb+/PnVq1e/efOmqjJNmjRZtmzZyJEjtfqwubCwcNu2bSEhIUKhUG0BHo83bNiw5cuXN2/eXKs6JyQk+Pv7X79+vaoCjo6O8+bN+/nnn21sbKiHFYvFhw8f/t///peZmVlVmc6dO/v6+vbq1UurCqenp69fvz48PFwikagtYGFhMWnSpN9//71OnTpaRVaN4+TkVFJSUtU6p6isrGz37t07duwoLi6uqkzfvn19fX3bt2/PZEGg4OLiYmZmRggpKiqqaflhVFTUmjVrXr16VVWBRo0aLV26dMyYMfJVZIRcXV2FQmFJSYmhKwLacXR0lF/iS0tLGb6o4/P5dnZ2qtMXBLYXVaqPjISZKdNOmCUSycqVK3ft2kWl8Ndffx0WFubi4kJ7cUiYOQoJM6exkjDfvn172rRpVLa+g4PD7t27Bw0aRCWsVCpds2bNtm3bqBT+8ssv9+/fb6otA4VC4fz580+dOkWl8IgRI3bs2GFra0ulcGJi4uTJk6m8OLW2tt6yZcv48eOphCWE7NixY9WqVVKptNqSbdu2PXToUMOGDamEzcvLmz59+s2bN6kUnj17tp+fn7m5OZXCcXFxM2fOpPLS28XFZe/evT179qQSVi1WEuZ3795NnjxZQ/by6eL8/f1nzpxJe1mgUDMTZpFItGjRoqNHj1IpPGTIkF27dqnNSQwOCTNHGTZhNtLHP2AMJBLJ9OnTKWbLhJBbt24NHDgwPT1dp7UCAGMTGRk5duxYis9KiouLPT09Dx48WG1JqVTq5eVFMVsmhNy7d2/QoEEpKSkUy3NIWVnZ6NGjKWbLhJBz5855eHhoeOWoEB8fP3ToUIrNjCsqKry9vbdu3Uql8B9//LFy5Uoq2TIh5NmzZwMHDnz+/Hm1JdPT0wcNGkQxWyaE7Nq1a9q0aWKxuNqSR48enThxIsUm4nl5eRMmTDhz5gzFaujCkydPvvvuOyrZMiFELBb7+Pj89ddfuq4VmCShUDhmzBiK2TIhJDo6etiwYQUFBTqtFYDeIGGGKvn5+UVHR2s1y4cPHzw9PfFJM0DN8fjxY29vb61es0il0j/++OPatWuai61evfrcuXNaVSY1NdXT07O0tFSruYycTCabM2fO/fv3tZrr0aNHs2bNqqpdsVxycvJPP/2k7RfgAQEBZ8+e1Vxm165df//9t1Zhc3NzJ0+enJeXp6GMUCicMmWKth/Dx8TE+Pn5aS5z586dRYsWaV5dSiorK3/99VcNXwroVFZWlqenZ35+vlZz7d69e+/evTqqEpgqmUw2b968O3fuaDVXYmLizz//TOVZFYDxQ8IM6l25ciU4OJjGjI8ePVLt3AUATFJlZeXMmTNpPCMTi8WzZs3S8Ar0+vXr27dvp1GlxMREf39/GjMarYMHD0ZGRtKY8eLFixqyI5lMNnv2bM0JalUzzp8/X8PHw8+ePVPtno2KDx8+LF68WEOBtWvXauhNQ4OQkJBLly5V9Wt5efnMmTNptK2tqKiYOXNmRUUFjSoxtGjRorS0NBoz/vXXX69fv2a9PmDCjh49evr0aRozxsXFUW+lCGDMkDCDGlKplN7tjty+ffs+fPjAYn0AwDgdOHDg7du39ObNycnZsWOH2p9kMhmTpPfgwYMausXilrKysg0bNtCefdOmTUVFRWp/ioyM1PattUJpaamGWvn7+2v1qpZirVJSUkJDQ+mF1Vyr4OBg2h8TpaSk6P+d7a1bty5cuEBv3srKytWrV7NbHzBhQqFw7dq1tGcPDAyk8VQOwNggYQY1rl69+uzZM9qzi0SiPXv2sFgfADBOQUFBTGYPDQ1V+1rvxo0b9F4kylVWVoaEhDColxE5fvy4hne51crLywsPD1f7E8Nt988//6htD/zixYvLly/TDiuTyXbu3Kn2p6r2FoqeP38eFxenOl0ikTB8CbZr1y6Kn2qzheG2i4qKevfuHVuVAdN2+vTpjx8/0p69sLDw8OHDLNYHwCCQMIMaUVFRDCOcP3+elZoAgNF6+vQpwx62ioqK4uPjVaczPwVFR0ebRmf7rKwK1YkZGRkPHz5kErayslJtI2dte75QdeXKFbWNnGNiYhhGVlu3O3fuMHwDlpGR8d9//zGJoJWysrKrV68yDMJ8M0ENoaNTEAC3IGEGNTSMmUlRSkqKSfZVCwAK1fbaRYXas82NGzcYhk1PTzeBVtlSqVTtAwWt3L59W/XF7PXr15k/UFC7AzC/fJSWlqom8ykpKbQb/yuorbDudmMduXPnDvOvpln5q6EmYL5vP3jwQNueBQGMDRJmUINJ8xsFiuOUAABHsXKiUNtxEb3ejJSYwCkoLy+PeWokFotVG3Wzsu3UBtHRtmOrwqqPCTh3vWNl7EZW/moweYWFhcwHHZBKpRhwFLgOCTMoKyoqEgqFzONkZWUxDwIARis7O5t5ENVcTigUUhlAuFomcApiZQ0TdauClchq17COIrMSViQSqQ4Mq7tVoSOsLIvJh/FQc7C1Y5vA2RhqOCTMoMzW1tbMjIUdw97ennkQADBarBzjDg4OSlOsra2trKyYRzaBUxBbf4JqHFYiqw2io73Czs6OeVgej6caR0cV1h3dbTsAJWzt2NjfgOuQMIMyCwsLV1dX5nHq1avHPAgAGK06deowD1K3bl2lKTwez83NjXlkEzgFubm58Xg85nFUV7KOtl1VE5lHZiWsi4uL6rMY3a0KHdHRGgZQ5erqam5uzjwO9jfgOiTMoAYrjWeaN2/OPAgAGK2OHTvqKAgrX4S2bNmSeRDDsra2ZqWvb0dHR6Uputt2HTp0YB65ffv2SlOaNWvGPGxubq7qRN2tCh1hZQ3rs8LAXRYWFrTHVP8UK69hAAyIZxoDbxhQTk6OoavAPoFAwDwIjQ/D7Ozs+Hx+bm4udktusbS0lN+Ry2QytbekYMysra0dHBwKCwsrKyu1mpGVEwVRd64w1CnICOloVRj5ttNdZH1WWDMLCwsnJ6eSkhJtOw0xVIVBwcXFRf7lWlFREZOxwTnB9M7Grq6uQqGwpKTE0BUB7Tg6OlpaWhJCSktLy8vLmYTi8/lqP/NZENheVKk+Mt4wgzK2LsZsxQGAGgWnIAXOrQrdLYhzq8L4YVVAtXDcAcghYQYdwikSwFSxeHQbf5ZlYji37Tixh+hnZ8MuDQCgf0iY4f+DizEA6J/izINTkAK7q0IPOSdXth3nKqw7WAOgAVdOQQB6gIQZdAunSADTw6HjmkNV/ZQuqi2PyaEVwtEKczc+gILuTkEAXGRh6AqAcVHqmOHFixeenp7JyclU5rWxsQkMDBwzZoxOagYARkPpRCESif788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" width="432" />
]]

---

```r
ggplot(iris, aes(Sepal.Length)) +  
  geom_histogram(  
  )   
```
]]
.column[.content[
<img 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Isg1p6hRxAJYjaCaIsg1p6hRxAJYjaCaIsg1p6hRxAJYjaCaIsg1p6hRxAJYjaCaIsg1p6hRxAJYjaCaIsg1p6hRxAJYjaCaIsg1p6hRxAJYjaCaKv5ICrOkXyQCKKEIIoIoogg5iOIIoJIELMRRFsE0XSaSQgiQcxGEG0RRNNpJiGIBDEbQbRFEE2nmYQgEsRsBNEWQTSdZhKCSBCzEURbBNF0mkkIIkHMRhBtEUTTaSYhiAQxG0G0RRBNp5mEIBLEbATRFkE0nWYSgkgQsxFEWwTRdJpJCCJBzEYQbRFE02kmIYgEMRtBtEUQTaeZhCASxGwE0RZBNJ1mEoJIELMRRFsE0XSaSQgiQcxGEG0RRNNpJiGIBDEbQbRFEE2nmYQgEsRsBNEWQTSdZhKCSBCzEURbBNF0mkkIIkHMRhBtEUTTaSYhiAQxG0G0RRBNp5mEIBLEbATRFkE0nWYSgkgQsxFEWwTRdJpJCCJBzEYQbRFE02kmIYgEMRtBtEUQTaeZhCASxGwE0RZBNJ1mEoJIELMRRFsE0XSaSQgiQcxGEG0RRNNpJiGIBDEbQbRFEE2nmYQgEsRsBNEWQTSdZhKCSBCzEURbBNF0mkkIIkHMRhBtEUTTaSYhiAQxG0G0RRBNp5mEIBLEbATRFkE0nWYSgkgQsxFEWwTRdJpJCCJBzEYQbRFE02kmIYgEMRtBtEUQTaeZhCASxGwE0RZBNJ1mEoJIELMRRFsE0XSaSQgiQcxGEG0RRNNpJiGIBDEbQbRFEE2nmYQgEsRsBNEWQTSdZhKCSBCzEURbBNF0mkkIIkHMRhBtEUTTaSYhiAQxG0G0RRBNp5mEIBLEbATRFkE0nWYSgkgQsxFEWwTRdJpJCCJBzEYQbRFE02kmIYgEMRtBtEUQTaeZhCASxGwE0RZBNJ1mEoJIELMRRFsE0XSaSQgiQcxGEG0RRNNpJiGIBDEbQbRFEE2nmYQgEsRsBNEWQTSdZhKCSBCzEURbBNF0mkkIIkHMRhBtEUTTaSYhiAQxG0G0RRBNp5mEIBLEbATRFkE0nWYSgkgQsxFEWwTRdJpJCCJBzEYQbRFE02kmIYgEMRtBtEUQTaeZhCASxGwE0RZBNJ1mEoJIELMRRFsE0XSaSQgiQcxGEG0RRNNpJiGIBDEbQbRFEE2nmYQgEsRsBNEWQTSdZhKCSBCzEURbBNF0mkkIIkHMRhBtEUTTaSYhiAQxG0G0RRBNp5mEIBLEbATRFkE0nWYSgkgQsxFEWwTRdJpJCCJBzEYQbRFE02kmIYgEMRtBtEUQTaeZhCASxGwE0RZBNJ1mEoJIELMRRFsE0XSaSQgiQcxGEG0RRNNpJiGIBDEbQbRFEE2nmYQgEsRsBNEWQTSdZhKCSBCzEURbBNF0mkkIIkHMRhBtEUTTaSYhiAQxG0G0RRBNp5mEIBLEbATRFkE0nWYSgkgQsxFEWwTRdJpJCCJBzEYQbRFE02kmIYgEMRtBtEUQTaeZhCASxGwE0RZBNJ1mEoJIELMRRFsE0XSaSQgiQcxGEG0RRNNpJiGIBDEbQbRFEE2nmYQgEsRsBNEWQTSdZhKCSBCzEURbBNF0mkkIIkHMRhBtEUTTaSYhiAQxG0G0RRBNp5mEIBLEbATRFkE0nWYSgkgQsxFEWwTRdJpJCCJBzEYQbRFE02kmIYgEMRtBtEUQTaeZhCASxGwEcYPPvDSdufqN47dffu6O3W/8s1O/y+afEkSCKCGIIoIoChHE956V+iAe2ZPSs3dvTwvvXvtdNv+UIBJEEUEUEURRgCA+/Kp07pv6IN6Qzr7z6Gz/3rTw0TXfafNPCSJBFBFEEUEUBQjiO9OeR+5cDeLDO9Idy1+8Ll2+JpqbfkoQCaKMIIoIoihAEG971/FZH8T3pOcdW/7i/rTwyOr32fxTgkgQZQRRRBBFAYJ4fOn/+iC+IV2x8sWRM9Ndq99n808JIkGUEUQRQRQFCOLslCC+ML1t/tWF6VdW//rmnxJEgigjiCKCKAoXxPPSbfOvLk0/t/rXN/v0Neeu+I0jzo7Ojpqupwmi+IOX/v76mOk0kxyb1Z5gjaV3xPZBnc6U5+jq6NLPy2rP0Dsa6Q0ee54Olwri2el986/2pDet/vXNPj3/jBV7J+0cgCaItWeEAs/xiWtx/Qd2QXz//KtXpatW//pmnz6hgshZawAP6YmrWBDPSyd/6/XL0vWrf32zTz/wjhV/8pizg7ODpusZBdF0ppEWZ7UnWGPpHdnvumEjD+nEGzw7VnuG3v7Zodoj9I4stW3MjztQKogvTm+df3VBumX1r2/+6YonxC+qKJjONBK/qNLAQ+IXVQaE+0WVK9PPrHxxcHu6e/Wvb/4pQYx21ghiAw+JIA4IF8Tb064jy1/8Qdr+2Opf3/xTghjtrBHEBh4SQRwQLoj7zkrvPfHfxy87+TeF8qcEMdpZI4gNPCSCOCBcEGc3p2ffcXS275q0469OfPMdL9mzyacEMeZZI4gNPCSCOCBAEHft3Lnz2Skt/efO31n65rErUjpr9/Z05sq/ondd2jXb+ClBjHnWCGIDD4kgDggQxG1p1crvvv7dy3ft+PFrPjlbG8R1nxLEmGeNIDbwkAjigABBnIogxjlrBLGBh0QQBxDEfARRRBAbeEgEcQBBzEcQRQSxgYdEEAcQxHwEUUQQG3hIBHEAQcxHEEUEsYGHRBAHEMR8BFFEEBt4SARxAEHMRxBFBLGBh0QQBxDEfARRRBAbeEgEcQBBzEcQRQSxgYdEEAcQxHwEUUQQG3hIBHEAQcxHEEUEsYGHRBAHEMR8BFFEEBt4SARxAEHMRxBFBLGBh0QQBxDEfARRRBAbeEgEcQBBzEcQRQSxgYdEEAcQxHwEUUQQG3hIBHEAQcxHEEUEsYGHRBAHEMR8BFFEEBt4SARxAEHMRxBFBLGBh0QQBxDEfARRRBAbeEgEcQBBzEcQRQSxgYdEEAcQxHwEUUQQG3hIBHEAQcxHEEUEsYGHRBAHEMR8BFFEEBt4SARxAEHMRxBFBLGBh0QQBxDEfARRRBAbeEgEcQBBzEcQRQSxgYdEEAcQxHwEUUQQG3hIBHEAQcxHEEUEsYGHRBAHEMR8BFFEEBt4SARxAEHMRxBFBLGBh0QQBxDEfARRRBAbeEgEcQBBzEcQRQSxgYdEEAcQxHwEUUQQG3hIBHEAQcxHEEUEsYGHRBAHEMR8BFFEEBt4SARxAEHMRxBFBLGBh0QQBxDEfARRRBAbeEgEcQBBzEcQRQSxgYdEEAcQxHwEUUQQG3hIBHEAQcxHEEUEsYGHRBAHEMR8BFFEEBt4SARxAEHMRxBFBLGBh0QQBxDEfARRRBAbeEgEcQBBzEcQRQSxgYdEEAcQxHwEUUQQG3hIBHEAQcxHEEUEsYGHRBAHEMR8BFFEEBt4SARxAEHMRxBFBLGBh0QQBxDEfARRRBAbeEgEcQBBzEcQRQSxgYdEEAcQxHwEUUQQG3hIBHEAQcxHEEUEsYGHRBAHEMR8BFFEEBt4SARxAEHMRxBFBLGBh0QQBxDEfARRRBAbeEgEcQBBzEcQRQSxgYdEEAcQxHwEUUQQG3hIBHEAQcxHEEUEsYGHRBAHEMR8BFFEEBt4SARxAEHMRxBFBLGBh0QQBxDEfARRRBAbeEgEcQBBzEcQRQSxgYdEEAcQxHwEUUQQG3hIBHEAQcxHEEUEsYGHRBAHEMR8BFFEEBt4SARxAEHMRxBFBLGBh0QQBxDEfARRRBAbeEgEcQBBzEcQRQSxgYdEEAcQxHwEUUQQG3hIBHEAQcxHEEUEsYGHRBAHEMR8BFFEEBt4SARxAEHMRxBFBLGBh0QQBxDEfARRRBAbeEgEcQBBzEcQRQSxgYdEEAcQxHwEUUQQG3hIBHEAQcxHEEUEsYGHRBAHEMR8BFFEEBt4SARxAEHMRxBFBLGBh0QQBxDEfARRRBAbeEgEcQBBzEcQRQSxgYdEEAcQxHwEUUQQG3hIBHEAQcxHEEUEsYGHRBAHEMR8BFFEEBt4SARxAEHMRxBFBLGBh0QQBxDEfARRRBAbeEgEcQBBzEcQRQSxgYdEEAcQxHwEUUQQG3hIBHEAQcxHEEUEsYGHRBAHEMR8BFFEEBt4SARxAEHMRxBFBLGBh0QQBxDEfARRRBAbeEgEcQBBzEcQRQSxgYdEEAcQxHwEUUQQG3hIBHEAQcxHEEUEsYGHRBAHEMR8BFFEEBt4SARxAEHMRxBFBLGBh0QQBxDEfEGDGOE4ugfR76IbeQIqBFFEEPMRRBFBrP0EVAiiiCDmI4giglj7CagQRBFBzEcQRQSx9hNQIYgigpiPIIoIYu0noEIQRQQxH0EUEcTaT0CFIIoIYj6CKCKItZ+ACkEUEcR8BFFEEGs/ARWCKCKI+QiiiCDWfgIqBFFEEPMRRBFBrP0EVAiiiCDmI4giglj7CagQRBFBzEcQRQSx9hNQIYgigpiPIIoIYu0noEIQRQQxH0EUEcTaT0CFIIoIYj6CKCKItZ+ACkEUEcR8BFFEEGs/ARWCKCKI+QiiiCDWfgIqBFFEEPMRRBFBrP0EVAiiiCDmI4giglj7CagQRBFBzEcQRQSx9hNQIYgigpiPIIoIYu0noEIQRQQxH0EUEcTaT0CFIIoIYj6CKCKItZ+ACkEUEcR8BFFEEGs/ARWCKCKI+QiiiCDWfgIqBFG0BYK4/xFnj80eM13P5qhpmI69mUOz4lucyu+iG3kCKkun91jtGXqP+h9h2eHZ7NCYH7d/fZbqBXGx2s5GbI6aRu0rted30TwBDNhQoXpBPPi4s4PGW9ocNQ3TsTezOCu+xan8LrqRJ6Cy9PPC47Vn6B2YHa49Qu/IUtvG/LiD67PEP0MczeaoaZiOvRn+GWLtJ6DCP0MUbYF/hkgQ4xxHglj7CagQRBFBzEcQRQSx9hNQIYgigpiPIIoIYu0noEIQRQQxH0EUEcTaT0CFIIoIYj6CKCKItZ+ACkEUEcR8BFFEEGs/ARWCKCKI+QiiiCDWfgIqBFFEEPMRRBFBrP0EVAiiiCDmI4giglj7CagQRBFBzEcQRQSx9hNQIYgigpiPIIoIYu0noEIQRQQxH0EUEcTaT0CFIIoIYj6CKCKItZ+ACkEUEcR8BFFEEGs/ARWCKCKI+QiiiCDWfgIqBFFEEPMRRBFBrP0EVAiiiCDmI4giglj7CagQRBFBzEcQRQSx9hNQIYgigpiPIIoIYu0noEIQRQQxH0EUEcTaT0CFIIoIYj6CKCKItZ+ACkEUEcR8BFFEEGs/ARWCKCKI+QiiiCDWfgIqBFFEEPMRRBFBrP0EVAiiiCDmI4giglj7CagQRBFBzEcQRQSx9hNQIYgigpiPIIoIYu0noEIQRQQxH0EUEcTaT0CFIIoIYj6CKCKItZ+ACkEUEcR8BFFEEGs/ARWCKCKI+QiiiCDWfgIqBFFEEPMRRBFBrP0EVAiiiCDmI4giglj7CagQRBFBzEcQRQSx9hNQIYgigpiPIIoIYu0noEIQRQQxH0EUEcTaT0CFIIoIYj6CKCKItZ+ACkEUEcR8BFFEEGs/ARWCKCKI+QiiiCDWfgIqBFFEEPMRRBFBrP0EVAiiiCDmI4giglj7CagQRBFBzEcQRQSx9hNQIYgigpiPIIoIYu0noEIQRQQxH0EUEcTaT0CFIIoIYj6CKCKItZ+ACkEUEcR8BFFEEGs/ARWCKCKI+QiiiCDWfgIqBFFEEPMRRBFBrP0EVAiiiCDmI4giglj7CagQRBFBzEcQRQSx9hNQIYgigpiPIIoIYu0noEIQRQQxH0EUEcTaT0CFIIoIYj6CKCKItZ+ACkEUEcR8BFFEEGs/ARWCKCKI+QiiiCDWfgIqBFFEEPMRRBFBrP0EVAiiiCDmI4giglj7CagQRBFBzEcQRQSx9hNQIYgigpiPIIoIYu0noEIQRQQxH0EUEcTaT0CFIIoIYj6CKCKItZ+ACkEUEcR8BFFEEGs/ARWCKCKI+QiiiCDWfgIqBFFEEPMRRBFBrP0EVAiiiCDmI4giglj7CagQRBFBzEcQRQSx9hNQIYgigpiPIIoIYu0noEIQRQQxH0EUEcTaT0CFIIoIYj6CKCKItZ+ACkEUEcR8BFFEEGs/ARWCKCKI+QiiiCDWfgIqBFFEEPMRRBFBrP0EVAiiiCDmI4giglj7CagQRBFBzEcQRQSx9hNQIYgigpiPIIoIYu0noEIQRQQxH0EUEcTaT0CFIIoIYj6CKCKItZ+ACkEUEcR8BFGUEUSbcf0ueuq9j3RJBFFEEPMRRBFBbOKSCKKIIOYjiCKC2MQlEUQRQcxHEEUEsYlLIogigpiPIIoIYhOXRBBFBDEfQRQRxCYuiSCKCGI+gigiiE1cEkEUEcR8BFFEEJu4JIIoIoj5CKKIIDZxSQRRRBDzEUQRQWzikgiiiCDmI4gigtjEJRFEEUHMRxBFBLGJSyKIIoKYjyCKCGITl0QQRQQxH0EUEcQmLokgighiPoIoIohNXBJBFBHEfARRRBCbuCSCKCKI+QiiiCA2cUkEUUQQ8xFEEUFs4pIIoogg5iOIIoLYxCURRBFBzEcQRQSxiUsiiCKCmI8gighiE5dEEEUEMR9BFBHEJi6JIIoIYj6CKCKITVwSQRQRxHwEUUQQm7gkgigiiPkIooggNnFJBFFEEPMRRBFBbOKSCKKIIOYjiCKC2MQlEUQRQcxHEEUEsYlLIogigpiPIIoIYhOXRBBFBDEfQRQRxCYuiSCKCGI+gigiiE1cEkEUEcR8BFFEEJu4JIIoIoj5CKKIIDZxSQRRRBDzEUQRQWzikgiiiCDmI4gigtjEJRFEEUHMRxBFBLGJSyKIIoKYjyCKCGITl0QQRQQxH0EUEcQmLokgighiPoIoIohNXBJBFBHEfARRRBCbuCSCKCKI+QiiiCA2cUkEUUQQ8xFEEUFs4pIIoogg5iOIIoLYxCURRBFBzEcQRQSxiUsiiCKCmI8gighiE5dEEEXhgnhl6t3Zf3zh6odvI4ijmY69GYLYxCURRFG4IF6786SF9IH+43PTWfOPbyGIo5mOvRmC2MQlEURRuCCu+qO0+0D/rR3pPgJqEfsAACAASURBVOk7EkQ107E3QxCbuCSCKAobxIPnp3vXfCulBwjiZKZjb4YgNnFJBFEUNojXp9ev+dZDKX2GIE5mOvZmCGITl0QQRVGD+Bfbzn54zTcfTGkfQZzMdOzNEMQmLokgiqIG8aXp1rXfvD8tPHTz5RdfcvWaf5K4/9EVj3zO2b7ZPtP1bI6ahunYmzk0U39Xm3H9LnrqvY90SSeCOHUNO1+YPV57hN5SEA+O+XGFg/j7affi2m/fkxbOXvldN69f/fz8M1bsNd25ApujplH7SteyGdfvoqfe+4CXBDuL6z8wDeLxF6T3nvLBHSm94K59i5+4MqVrT35GELPVvtK1bMb1u+ip9z7gJcFO2SDem55z8JQPPnv3PSs7Xp8WPjX/jCBmq32la9mM63fRU+99wEuCnbJBfFW6Qfgr+7ald8+//Lu/WfF3jzh7bPaY6Xo2R03DdOzNHJqpv6vNuH4XPfXeR7qkx2ezY1PXsPPobH/tEXqHZ7NDY37c/pJBfGQhfUz6axekG9d9wq8yq5mOvRl+lbmJS+JXmUUhf5X5tnTecemvnZ9uIohjmY69GYLYxCURRFHIIL42Xbnuk7tunf9rK48upNsJ4limY2+GIDZxSQRRFDKIu9I71n3ymnTBoeUv9qYdD6/7awRRzXTszRDEJi6JIIoiBvHzac2/xvyOl+xZ+s/7F9JlDy6176aFtHf9dyeIaqZjb4YgNnFJBFEUMYgfS2t+TeW6tOvEf922LaWdu5f+46pjBHE007E3QxCbuCSCKIoYxPtS+pv1QZw9eO3zz9yx+4qPbPzuBFHNdOzNEMQmLokgiiIGMRNBVDMdezMEsYlLIogigpiPIIoIYhOXRBBFBDEfQRQRxCYuiSCKCGI+gigiiE1cEkEUEcR8BFFEEJu4JIIoIoj5CKKIIDZxSQRRRBDzEUQRQWzikgiiiCDmI4gigtjEJRFEEUHMRxBFBLGJSyKIIoKYjyCKCGITl0QQRQQxH0EUEcQmLokgighiPoIoIohNXBJBFBHEfARRRBCbuCSCKCKI+QiiiCA2cUkEUUQQ8xFEEUFs4pIIoogg5iOIIoLYxCURRBFBzEcQRQSxiUsiiCKCmI8gighiE5dEEEUEMR9BFBHEJi6JIIoIYj6CKCKITVwSQRQRxHwEUUQQm7gkgigiiPkIooggNnFJBFFEEPMRRBFBbOKSCKKIIOYjiCKC2MQlEUQRQcxHEEUEsYlLIogigpiPIIoIYhOXRBBFBDEfQRQRxCYuiSCKCGI+gigiiE1cEkEUEcR8BFFEEJu4JIIoIoj5CKKIIDZxSQRRRBDzEUQRQWzikgiiiCDmI4gigtjEJRFEEUHMRxBFBLGJSyKIIoKYjyCKCGITl0QQRQQxH0EUEcQmLokgighiPoIoIohNXBJBFBHEfARRRBCbuCSCKCKI+QiiiCA2cUkEUUQQ8xFEEUFs4pIIoogg5iOIIoLYxCURRBFBzEcQRQSxiUsiiCKCmI8gighiE5dEEEUEMR9BFBHEJi6JIIoIYj6CKCKITVwSQRQRxHxbOoiNbWQzi4bbMA6XRBBFBDEfQYyzkc0sGm7DOFwSQRQRxHwEMc5GNrNouA3jcEkEUUQQ8xHEOBvZzKLhNozDJRFEEUHMRxDjbGQzi4bbMA6XRBBFBDEfQYyzkc0sGm7DOFwSQRQRxHwEMc5GNrNouA3jcEkEUUQQ8xHEOBvZzKLhNozDJRFEEUHMRxDjbGQzi4bbMA6XRBBFBDEfQYyzkc0sGm7DOFwSQRQRxHwEMc5GNrNouA3jcEkEUUQQ8xHEOBvZzKLhNozDJRFEEUHMRxDjbGQzi4bbMA6XRBBFBDEfQYyzkc0sGm7DOFwSQRQRxHwEMc5GNrNouA3jcEkEUUQQ8xHEOBvZzKLhNozDJRFEEUHMRxDjbGQzi4bbMA6XRBBFBDEfQYyzkc0sGm7DOFwSQRQRxHwEMc5GNrNouA3jcEkEUUQQ8xHEOBvZzKLhNozDJRFEEUHMRxDjbGQzi4bbMA6XRBBFBDEfQYyzkc0sGm7DOFwSQRQRxHwEMc5GNrNouA3jcEkEUUQQ8xHEOBvZzKLhNozDJRFEEUHMRxDjbGQzi4bbMA6XRBBFBDEfQYyzkc0sGm7DOFwSQRQRxHwEMc5GNrNouA3jcEkEUUQQ8xHEOBvZzKLhNozDJRFEEUHMRxDjbGQzi4bbMA6XRBBFBDEfQYyzkc0sGm7DOFwSQRQRxHwEMc5GNrNouA3jcEkEUUQQ8xHEOBvZzKLhNozDJRFEEUHMRxDjbGQzi4bbMA6XRBBFBDEfQYyzkc0sGm7DOFwSQRQRxHwEMc5GNrNouA3jcEkEUUQQ8xHEOBvZzKLhNozDJRFEEUHMRxDjbGQzi4bbMA6XRBBFBDEfQYyzkc0sGm7DOFwSQRQRxHwEMc5GNrNouA3jcEkEUUQQ8xHEOBvZzKLhNozDJRFEEUHMRxDjbGQzi4bbMA6XRBBFBDEfQYyzkc0sGm7DOFwSQRQRxHwEMc5GNrNouA3jcEkEUUQQ8xHEOBvZzKLhNozDJRFEEUHMRxDjbGQzi4bbMA6XRBBFBDEfQYyzkc0sGm7DOFwSQRQRxHwEMc5GNrNouA3jcEkEUUQQ8xHEOBvZzKLhNozDJRFEEUHMRxDjbGQzi4bbMA6XRBBFBDEfQYyzkc0sGm7DOFwSQRQRxHwEMc5GNrNouA3jcEkEUUQQ8xHEOBvZzKLhNozDJRFEEUHMRxDjbGQzi4bbMA6XRBBFBDEfQYyzkc0sGm7DOFwSQRQRxHwEMc5GNrNouA3jcEkEUUQQ8xHEOBvZzKLhNozDJRFEEUHMRxDjbGQzi4bbMA6XRBBFBDEfQYyzkc0sGm7DOFwSQRQRxHwEMc5GNrNouA3jcEkEUUQQ8xHEOBvZzKLhNozDJRFEEUHMRxDjbGQzi4bbMA6XRBBFBDEfQYyzkc0sGm7DOFwSQRQRxHwEMc5GNrNouA3jcEkEUUQQ8xHEOBvZzKLhNozDJRFEEUHMRxDjbGQzi4bbMA6XRBBFBDEfQYyzkc0sGm7DOFwSQRQVDuI55/zt2m++4at2EcQNbI6ahtswka566uMJeGOmXgtBFBUOYtc9sPabb+m+niBuYHPUNNyGiXTVUx9PwBsz9VoIosg3iK/unkIQN7A5ahpuw0S66qmPJ+CNmXotBFFUMIhvXtJ1e9686qqLn9r9jwRxA5ujpuE2TKSrnvp4At6YqddCEEUFg9htZhtB3MDmqGm4DRPpqqc+noA3Zuq1EERRwSD+6Lc+aUMPv+UTBHEDm6Om4TZMpKue+ngC3pip10IQRUX/GeIX3t91l7y29+b3HrHvIUHUcxsm0lVPfTwBb8zUayGIIt9fVCmCIKq5DRPpqqc+noA3Zuq1EERR4SDu2fMwQTwdm6Om4TZMpKue+ngC3pip10IQRfybKvkIYpyNbGbRcBvG4ZIIosghiJ/76B/e2yOIG9gcNQ23YSJd9dTHE/DGTL0WgigqHcTHLvu6U3+dmSBuYHPUNNyGiXTVUx9PwBsz9VoIoqhwEB//X9b/xhv7IB54zNnB2UHT9WyOmobbMJGueurjCXhjpl7Lwdns2NQ17OyfHao9Qu/IbLY45scd0AXxZ5YS+OXf9cxn9eyDuGi/pC+bo6bhNkykq576eALeGKNLgp0NFdo8iGd0T37LscKj7P+8s8dnj5uuZ3PUNNyGiXTVUx9PwBsz9VqWfn53bOoadvbNDtQeoXd4Njs05sft1wXxad2LC+eQf4aYwW2YSFc99fEEvDFTr4V/higq/M8Qv6S7lSCejs1R03AbJtJVT308AW/M1GshiKLCQXx69x6CeDo2R03DbZhIVz318QS8MVOvhSCKCgfx7O5nCeLp2Bw1DbdhIl311McT8MZMvRaCKCocxDu7f13611QIop7bMJGueurjCXhjpl4LQRSV/o3Zr+h+7CBBHGZz1DTchol01VMfT8AbM/VaCKKodBCP3/C0b3j1b9573yqCuIHNUdNwGybSVU99PAFvzNRrIYiiwkF8yoY/IpYgbmBz1DTchol01VMfT8AbM/VaCKKo+J+HSBBPy+aoabgNE+mqpz6egDdm6rUQRFHhIH7X9/3gM09FEDewOWoabsNEuuqpjyfgjZl6LQRRxJ+HmI8gxtnIZhYNt2EcLokgighiPoIYZyObWTTchnG4JIIoIoj5CGKcjWxm0XAbxuGSCKKocBDX/5kQD/0VQdzA5qhpuA0T6aqnPp6AN2bqtRBEEb/KnI8gxtnIZhYNt2EcLokgighiPoIYZyObWTTchnG4JIIoKhzEf7nqn39l1z1t+87zCeIGNkdNw22YSFc99fEEvDFTr4Ugihx/UeVjL/qi//CIfQ8Jop7bMJGueurjCXhjpl4LQRS5/irzO5/0jMMEcQObo6bhNkykq576eALemKnXQhBFvr/tZmd3PUHcwOaoabgNE+mqpz6egDdm6rUQRJFvEN/WfQ9B3MDmqGm4DRPpqqc+noA3Zuq1EESRbxDf0301QdzA5qhpuA0T6aqnPp6AN2bqtRBEkW8Qf7F7MkHcwOaoabgNE+mqpz6egDdm6rUQRJFrEI9/X/c1BHEDm6Om4TZMpKue+ngC3pip10IQRX7/6t7n/uJdP9x1zyKIG9gcNQ23YSJd9dTHE/DGTL0Wgijy/jdV3k0QN7A5ahqhhonE7cbYbKRYZRBBFPkG8UmvsO8hQdQLNUwkbjfGZiPFKoMIoqhwEP9p75u/7ft/6o8K9JAg6oUaJhK3G2OzkWKVQQRRxJ+HmI8gbjluN8ZmI8UqgwiiiCDmI4hbjtuNsdlIscoggigiiPkI4pbjdmNsNlKsMoggisoH8civX/idX/cPv+Lp/9slHySIm7I5ahqhhonE7cbYbKRYZRBBFBUP4nu/rv9F5u+4nyBuwuaoaYQaJhK3G2OzkWKVQQRRVDqItzxp7W+7+bI/JIgb2Rw1jVDDROJ2Y2w2UqwyiCCKCgfxoX/Qdd/++ts//ulPfew3X/0tXff1hwjiBjZHTSPUMJG43RibjRSrDCKIosJBfG3XXbf6jaMv77r/hyBuYHPUNEINE4nbjbHZSLHKIIIoKhzEf9c9Z+03f6j7PwjiBjZHTSPUMJG43RibjRSrDCKIosJB/Jru19d+8792X0sQN7A5ahqhhonE7cbYbKRYZRBBFBUO4pO7D6/95h90TyGIG9gcNY1Qw0TidmNsNlKsMoggigoH8R90H1r7zd/rnkYQN7A5ahqhhonE7cbYbKRYZRBBFJX+wx26N6395tXdNxPEDWyOmkaoYSJxuzE2GylWGUQQRYWD+Lzu6fv6b33h6d2PEcQNbI6aRqhhInG7MTYbKVYZRBBFhYP43q779j84+Y0P/quuez9B3MDmqGmEGiYStxtjs5FilUEEUVT631T5ga7r/tnzXvXGN7zynG9c+jLZ95Ag6oUaJhK3G2OzkWKVQQRRVDqIn/+Otf/q3vc+RhA3sjlqGqGGicTtxthspFhlEEEUFf/DHRb/r39yMof/9M3HCvSQIOqFGiYStxtjs5FilUEEUeTw5yEevefnLrv4P17+Cx85XiKHBDFDqGEicbsxNhspVhlEEEX8AbH5COKW43ZjbDZSrDKIIIoIYj6CuOW43RibjRSrDCKIovJBfPztf73yxdvfsk/6PgTRR6hhInG7MTYbKVYZRBBFxYP4lq/q3rfy1fndV9xEEDdhc9Q0Qg0TiduNsdlIscoggigqHcRruq67+WQQ1/7hiARxlc1R0wg1TCRuN8ZmI8UqgwiiqHAQP/YlXfd996x8/cFdf6/70o8TxA1sjppGqGEicbsxNhspVhlEEEWFg/ifuif9av+t//dJ3QsJ4gY2R00j1DCRuN0Ym40UqwwiiKLCQfyfu3PWfvPM7l8QxA1sjppGqGEicbsxNhspVhlEEEWFg/j3u19Y+82f7b6MIG5gc9Q0Qg0TiduNsdlIscoggigqHMQv7X5t7Tdv6p5KEDewOWoaoYaJxO3G2GykWGUQQRQVDuLXda9b+82f6p5OEDewOWoaoYaJxO3G2GykWGUQQRQVDuJZ3T9b87/E/Omv6nYSxA1sjppGqGEicbsxNhspVhlEEEWFg/jrXfcDf3HyG7d/U9e9iyBuYHPUNEINE4nbjbHZSLHKIIIoKv0bs7+/6/7eMy746f/7Da947td3XfeD9j0kiHqhhonE7cbYbKRYZRBBFJUO4he+e+0fEPs9jxLEjWyOmkaoYSJxuzE2GylWGUQQRcX/XeajV33T6h8Qe83RAj0kiHqhhonE7cbYbKRYZRBBFDn88V/H77vhFS984St/8Y/4A2I3Z3PUNEINE4nbjbHZSLHKIIIo4s9DzEcQtxy3G2OzkWKVQQRRRBDzEcQtx+3G2GykWGUQQRQRxHwEcctxuzE2GylWGUQQRQQxH0HcctxujM1GilUGEUQRQcxHELcctxtjs5FilUEEUUQQ8xHELcftxthspFhlEEEUEcR8BHHLcbsxNhspVhlEEEUEMR9B3HLcbozNRopVBhFEEUHMRxC3HLcbY7ORYpVBBFFEEPMRxC3H7cbYbKRYZRBBFBHEfARxy3G7MTYbKVYZRBBFBDEfQdxy3G6MzUaKVQYRRBFBzEcQtxy3G2OzkWKVQQRRRBDzEcQtx+3G2GykWGUQQRQRxHwEcctxuzE2GylWGUQQRQQxH0HcctxujM1GilUGEUQRQcxHELcctxtjs5FilUEEUUQQ8xHELcftxthspFhlEEEUEcR8BHHLcbsxNhspVhlEEEUEMR9B3HLcbozNRopVBhFEEUHMRxC3HLcbY7ORYpVBBFFEEPMRxC3H7cbYbKRYZRBBFBHEfARxy3G7MTYbKVYZRBBFBDEfQdxy3G6MzUaKVQYRRBFBzEcQtxy3G2OzkWKVQQRRRBDzEcQtx+3G2GykWGUQQRQRxHwEcctxuzE2GylWGUQQRQQxH0HcctxujM1GilUGEUQRQcxHELcctxtjs5FilUEEUUQQ8xHELcftxthspFhlEEEUEcR8BHHLcbsxNhspVhlEEEUEMR9B3HLcbozNRopVBhFEEUHMRxC3HLcbY7ORYpVBBFFEEPMRxC3H7cbYbKRYZRBBFBHEfARxy3G7MTYbKVYZRBBFBDEfQdxy3G6MzUaKVQYRRBFBzEcQtxy3G2OzkWKVQQRRRBDzEcQtx+3G2GykWGUQQRQRxHwEcctxuzE2GylWGUQQRQQxH0HcctxujM1GilUGEUQRQcxHELcctxtjs5FilUEEUUQQ8xHELcftxthspFhlEEEUEcR8BHHLcbsxNhspVhlEEEUEMR9B3HLcbozNRopVBhFEEUHMRxC3HLcbY7ORYpVBBFFEEPMRxC3H7cbYbKRYZRBBFBHEfARxy3G7MTYbKVYZRBBFBDEfQdxy3G6MzUaKVQYRRBFBzEcQtxy3G2OzkWKVQQRRRBDzEcQtx+3G2GykWGUQQRQRxHwEcctxuzE2GylWGUQQRQQxH0HcctxujM1GilUGEUQRQcxHELcctxtjs5FilUEEUUQQ8xHELcftxthspFhlEEEUEcR8BHHLcbsxNhspVhlEEEUEMR9B3HLcbozNRopVBhFEEUHMRxC3HLcbY7ORYpVBBFFEEPMRxC3H7cbYbKRYZRBBFMUL4oXppLet/fj47Zefu2P3G/+MIE4QaphI3G6MzUaKVQYRRFG8IJ6bztq54pY1nx7Zk9Kzd29PC+8miOOFGiYStxtjs5FilUEEURQviDvSfZt8ekM6+86js/1708JHCeJooYaJxO3G2GykWGUQQRSFC+LBlB7Y+OnDO9Idy1+8Ll1OEEcLNUwkbjfGZiPFKoMIoihcEB9K6TMbP31Pet6x5S/uTwuPEMSxQg0TiduNsdlIscoggigKF8QHU9q38dM3pCtWvjhyZrqLII4VaphI3G6MzUaKVQYRRFG4IC79LeBDN19+8SVXn/JPEl+4+kvOF6ZfIYhjhRomErcbY7ORYpVBBFEULoj3pIWzV37XzesX+0/PS7fNv7o0/dz8q3tvX/Fn+5wdmB0wXc/mqGmEGiYStxtjs5FilUEHZrNjU9ew8/jsYO0RekvROTzmxx0oFcQ7UnrBXfsWP3FlStf2n56d3jf/ak960/yr889Ysddo52psjppGqGEicbsxNhspVoGvxfUfWAXxs3ffs7L29WnhU6ufnp3eP//qVemq+VcEMVuoYSJxuzE2G7mtAq1iQVy1b1vqfxP2eatfvyxdP//q0oUVtx51dmx2zHS9qYdML9QwkbjdGJuN3FZxYX2eJjk+mx0f8+MOFw/i7IJ04+rXL05vXf30lnXfj19UUQs1TCRuN8ZmI7dVXPCLKjrnp5tWv74y/czKFwe3p7sJ4lihhonE7cbYbOS2iguCOOSuW+9d+eLRhXT76qe3p11Hlr/4g7T9MYI4VqhhInG7MTYbua3igiAOeU264NDyF3vTjodXP913Vnrvif8+ftnJv1UkiCOEGiYStxtjs5HbKi4I4pD7F9JlDy5V7qaFtPfEt9/xkj0n/uvm9Ow7js72XZN2/BVBHC3UMJG43RibjdxWcUEQB922LaWdu5f+46rlf3v5urTrxH8duyKls3ZvT2eu/xf3CGKGUMNE4nZjbDZyW8UFQRz24LXPP3PH7is+svKteRBns9+9fNeOH7/mkxu/P0FUCzVMJG43xmYjt1VcEERbBFEt1DCRuN0Ym43cVnFBEG0RRLVQw0TidmNsNnJbxQVBtEUQ1UINE4nbjbHZyG0VFwTRFkFUCzVMJG43xmYjt1VcEERbBFEt1DCRuN0Ym43cVnFBEG0RRLVQw0TidmNsNnJbxQVBtEUQ1UINE4nbjbHZyG0VFwTRFkFUCzVMJG43xmYjt1VcEERbBFEt1DCRuN0Ym43cVnFBEG0RRLVQw0TidmNsNnJbxQVBtEUQ1UINE4nbjbHZyG0VFwTRFkFUCzVMJG43xmYjt1VcEERbBFEt1DCRuN0Ym43cVnFBEG0RRLVQw0TidmNsNnJbxQVBtEUQ1UINE4nbjbHZyG0VFwTRFkFUCzVMJG43xmYjt1VcEERbBFEt1DCRuN0Ym43cVnFBEG0RRLVQw0TidmNsNnJbxQVBtEUQ1UINE4nbjbHZyG0VFwTRFkFUCzVMJG43xmYjt1VcEERbBFEt1DCRuN0Ym43cVnFBEG0RRLVQw0TidmNsNnJbxQVBtEUQ1UINE4nbjbHZyG0VFwTRFkFUCzVMJG43xmYjt1VcEERbBFEt1DCRuN0Ym43cVnFBEG0RRLVQw0TidmNsNnJbxQVBtEUQ1UINE4nbjbHZyG0VFwTRFkFUCzVMJG43xmYjt1VcEERbBFEt1DCRuN0Ym43cVnFBEG0RRLVQw0TidmNsNnJbxQVBtEUQ1UINE4nbjbHZyG0VFwTRFkFUCzVMJG43xmYjt1VcEERbBFEt1DCRuN0Ym43cVnFBEG0RRLVQw0TidmNsNnJbxQVBtEUQ1UINE4nbjbHZyG0VFwTRFkFUCzVMJG43xmYjt1VcEERbBFEt1DCRuN0Ym43cVnFBEG0RRLVQw0TidmNsNnJbxQVBtEUQ1UINE4nbjbHZyG0VFwTRFkFUCzVMJG43xmYjt1VcEERbBFEt1DCRuN0Ym43cVnFBEG0RRLVQw0TidmNsNnJbxQVBtEUQ1UINE4nbjbHZyG0VFwTRFkFUCzVMJG43xmYjt1VcEERbBFEt1DCRuN0Ym43cVnFBEG0RRLVQw0TidmNsNnJbxQVBtEUQ1UINE4nbjbHZyG0VFwTRFkFUCzVMJG43xmYjt1VcEERbBFEt1DCRuN0Ym43cVnFBEG0RRLVQw0TidmNsNnJbxQVBtEUQ1UINE4nbjbHZyG0VFwTRFkFUCzVMJG43xmYjt1VcEERbBFEt1DCRuN0Ym43cVnFBEG0RRLVQw0TidmNsNnJbxQVBtEUQ1UINE4nbjbHZyG0VFwTRFkFUCzVMJG43xmYjt1VcEERbBFEt1DCRuN0Ym43cVnFBEG0RRLVQw0TidmNsNnJbxQVBtEUQ1UINE4nbjbHZyG0VFwTRFkFUCzVMJG43xmYjt1VcEERbBFEt1DCRuN0Ym43cVnFBEG0RRLVQw0TidmNsNnJbxQVBtEUQ1UINE4nbjbHZyG0VFwTRFkFUCzVMJG43xmYjt1VcEERbBFEt1DCRuN0Ym43cVnFBEG0RRLVQw0TidmNsNnJbxQVBtEUQ1UINE4nbjbHZyG0VFwTRFkFUCzVMJG43xmYjt1VcEERbBFEt1DCRuN0Ym43cVnFBEG0RRLVQw0TidmNsNnJbxQVBtEUQ1UINE4nbjbHZyG0VFwTRFkFUCzVMJG43xmYjt1VcEERbBFEt1DCRuN0Ym43cVnFBEG0RRLVQw0TidmNsNnJbxQVBtEUQ1UINE4nbjbHZyG0VFwTRFkFUCzVMJG43xmYjt1VcEERbBFEt1DCRuN0Ym43cVnFBEG0RRLVQw0TidmNsNnJbxQVBtEUQ1UINE4nbjbHZyG0VFwTRFkFUCzVMJG43xmYjt1VcEERbBFEt1DCRuN0Ym43cVnFBEG0RRLVQw0TidmNsNnJbxQVBtEUQ1UINE4nbjbHZyG0VFwTRFkFUCzVMJG43xmYjt1VcEERbBFEt1DCRuN0Ym43cVnFBEG0RRLVQw0TidmNsNnJbxQVBtEUQ1UINE4nbjbHZyG0VFwTRFkFUCzVMJG43xmYjt1VcEERbBFEt1DCRuN0Ym43cVnFBEG0RRLVQw0TidmNsNnJbxQVBtEUQ1UINE4nbjbHZyG0VFwTRFkFUCzVMJG43xmYjt1VcEERbBFEt1DCRuN0Ym43cVnFBEG0RRLVQw0TidmNsNnJbxQVBtEUQ1UINE4nbjbHZyG0VFwTRFkFUCzVMJG43xmYjt1VcZN5CpAAAIABJREFUEERbBFEt1DCRuN0Ym43cVnFBEG0RRLVQw0TidmNsNnJbxQVBtDUqiFPelz6Ibu8utojCr6b1Ki60QXS5JIKYf3MJIsYq/Gpar+KCINoiiGhG4VfTehUXBNEWQUQzCr+a1qu4IIi2CCKaUfjVtF7FBUG0RRDRjMKvpvUqLgiiLYKIZhR+Na1XcUEQbRFENKPwq2m9iguCaIsgohmFX03rVVwQRFsEEc0o/Gpar+KCINoiiGhG4VfTehUXBNEWQUQzCr+a1qu4IIi2CCKaUfjVtF7FBUG0RRDRjMKvpvUqLgiiLYKIZhR+Na1XcUEQbRFENKPwq2m9iguCaIsgohmFX03rVVwQRFsEEc0o/Gpar+KCINoiiGhG4VfTehUXBNEWQUQzCr+a1qu4IIi2CCKaUfjVtF7FBUG0RRDRjMKvpvUqLgiiLYKIZhR+Na1XcUEQbRFENKPwq2m9iguCaIsgohmFX03rVVwQRFuHxlDcXPHHLs4WDVbJmgVbROFX03oVF4dnR1Tfz+WSjs5mR0f9wPVZqhfExeMjKG6u/INnJqvkzIItovSrabyKj9npv8sJLpd0oihjftzi+izxU+bMVbJmwRZR+NW0XsUFP2W2RRDRjMKvpvUqLgiiLYKIZhR+Na1XcUEQbRFENKPwq2m9iguCaIsgohmFX03rVVwQRFsEEc0o/Gpar+KCINoiiGhG4VfTehUXBNEWQUQzCr+a1qu4IIi2CCKaUfjVtF7FBUG0RRDRjMKvpvUqLgiiLYKIZhR+Na1XcUEQbRFENKPwq2m9iguCaIsgohmFX03rVVwQRFsEEc0o/Gpar+KCINoiiGhG4VfTehUXBNEWQUQzCr+a1qu4IIi2CCKaUfjVtF7FBUG0RRDRjMKvpvUqLgiiLYKIZhR+Na1XcUEQbRFENKPwq2m9iguCaIsgohmFX03rVVwQRFsEEc0o/Gpar+KCINoiiGhG4VfTehUXBNEWQUQzCr+a1qu4IIi2CCKaUfjVtF7FBUG0RRDRjMKvpvUqLgiiLYKIZhR+Na1XcUEQbRFENKPwq2m9iguCaIsgohmFX03rVVwQRFsEEc0o/Gpar+KCINoiiGhG4VfTehUXBNEWQUQzCr+a1qu4IIi2CCKaUfjVtF7FBUG0RRDRjMKvpvUqLgiiLYKIZhR+Na1XcUEQbRFENKPwq2m9iguCaIsgohmFX03rVVwQRFsEEc0o/Gpar+KCINoiiGhG4VfTehUXBNEWQUQzCr+a1qu4IIi2CCKaUfjVtF7FBUG0RRDRjMKvpvUqLgiiLYKIZhR+Na1XcUEQbRFENKPwq2m9iguCaIsgohmFX03rVVwQRFsEEc0o/Gpar+KCINoiiGhG4VfTehUXBNEWQUQzCr+a1qu4IIi2CCKaUfjVtF7FBUG0RRDRjMKvpvUqLgiiLYKIZhR+Na1XcUEQbRFENKPwq2m9iguCaIsgohmFX03rVVwQRFsEEc0o/Gpar+KCINoiiGhG4VfTehUXBNEWQUQzCr+a1qu4IIi2CCKaUfjVtF7FBUG0RRDRjMKvpvUqLgiiLYKIZhR+Na1XcUEQbRFENKPwq2m9iguCaIsgohmFX03rVVwQRFsEEc0o/Gpar+KCINoiiGhG4VfTehUXBNEWQUQzCr+a1qu4IIi2CCKaUfjVtF7FBUG0RRDRjMKvpvUqLgiiLYKIZhR+Na1XcUEQbRFENKPwq2m9iguCaIsgohmFX03rVVwQRFsEEc0o/Gpar+KCINoiiGhG4VfTehUXBNEWQUQzCr+a1qu4IIi2CCKaUfjVtF7FBUG0RRDRjMKvpvUqLgiiLYKIZhR+Na1XcUEQbRFENKPwq2m9iguCaIsgohmFX03rVVwQRFsEEc0o/Gpar+KCINoiiGhG4VfTehUXBNEWQUQzIr0OhY+JGkG0RRDRjEivQ+FjokYQbRFENCPS61D4mKgRRFsEEc2I9DoUPiZqBNEWQUQzIr0OhY+JGkG0RRDRjEivQ+FjokYQbRFENCPS61D4mKgRRFsEEc2I9DoUPiZqBNEWQUQzIr0OhY+JGkG0RRDRjEivQ+FjokYQbRFENCPS61D4mKgRRFsEEc2I9DoUPiZqBNEWQUQzIr0OhY+JGkG0RRDRjEivQ+FjokYQbRFENCPS61D4mKgRRFsEEc2I9DoUPiZqBNEWQUQzIr0OhY+JGkG0RRDRjEivQ+FjokYQbRFENCPS61D4mKgRRFsEEc2I9DoUPiZqBNEWQUQzIr0OhY+JGkG0RRDRjEivQ+FjokYQbRFENCPS61D4mKgRRFsEEc2I9DoUPiZqBNEWQUQzIr0OhY+JGkG0RRDRjEivQ+FjokYQbRFENCPS61D4mKgRRFsEEc2I9DoUPiZqBNEWQUQzIr0OhY+JGkG0RRDRjEivQ+FjokYQbRFENCPS61D4mKgRRFsEEc2I9DoUPiZqBNEWQUQzIr0OhY+JGkG0RRDRjEivQ+FjokYQbRFENCPS61D4mKgRRFsEEc2I9DoUPiZqBNEWQUQzIr0OhY+JGkG0RRDRjEivQ+FjokYQbRFENCPS61D4mKgRRFsEEc2I9DoUPiZqBNEWQUQzIr0OhY+JGkG0RRDRjEivQ+FjokYQbRFENCPS61D4mKgRRFsEEc2I9DoUPiZqBHHY4rte+pzt57z8fcfWfnhhOultBBHNivQ6FD4magRx0EMXp7T93KXyXXZozafnprN2rriFIKJZkV6HwsdEjSAOOf6f064PHJ3tvymlvWs+3pHuk34EQUQzIr0OhY+JGkEc8uGUPrz8xRXpvP7Tgyk9QBDRvEivQ+FjokYQh3zwspetfPG+lA6ufvpQSp8hiGhepNeh8DFRI4gqt6dt/S+rPJjSPoKI5kV6HQofEzWCqHJFekX/jfvTwkM3X37xJVdv8k8SCSKaEel1KHxM1Aiixn0L6f7+W/ekhbNXftfN6xdPfvbWn1nxoYMjKG6u+GMPzw4brJI1C7aISK9D4WOidni2qPp+LsMcnc2Ojvlxh9YHzDiIf7oz/fKab96R0gvu2rf4iStTuvbkZ+efsWLvmPUVNzfSKtgiIr0Obi+4kVDDrLe4/gPbIN5xZvqF42u+/dm771nZ8fq08Kn5ZwQRzYn0Ori94EZCDbNe0SAe35sW3rn5X9q3Lb17/iU/ZUZzIr0OhY+JGj9lPo2Dr0k775X+4gXpxnWf8IsqaEak16HwMVHjF1VO08NL0wV/Lf7V89NNBBGtivQ6FD4magRx0OHL04seXf/hXbfO/5bx0YV0O0FEqyK9DoWPiRpBHPTz6Sc3/h7s16QLVn6SvjfteJggolWRXofCx0SNIA75eFr4+Npvv+Mle5b+8/6FdNmDS+27aeGUP/KBIKItkV6HwsdEjSAOuSot7DzpQ0vfvi7tOvHxbdtS2rl76T+uOrb+RxBENCPS61D4mKgRxCGvS707+yDOHrz2+Wfu2H3FRzb+CIKIZkR6HQofEzWCaIsgohmRXofCx0SNINoiiGhGpNeh8DFRI4i2CCKaEel1KHxM1AiiLYKIZkR6HQofEzWCaIsgohmRXofCx0SNINoiiGhGpNeh8DFRI4i2CCKaEel1KHxM1AiiLYKIZkR6HQofEzWCaIsgohmRXofCx0SNINoiiGhGpNeh8DFRI4i2CCKaEel1KHxM1AiiLYKIZkR6HQofEzWCaIsgohmRXofCx0SNINoiiGhGpNeh8DFRI4i2CCKaEel1KHxM1AiiLYKIZkR6HQofEzWCaIsgohmRXofCx0SNINoiiGhGpNeh8DFRI4i2CCKaEel1KHxM1AiiLYKIZkR6HQofEzWCaIsgohmRXofCx0SNINoiiGhGpNeh8DFRI4i2CCKaEel1KHxM1AiiLYKIZkR6HQofEzWCaIsgohmRXofCx0SNINoiiGhGpNeh8DFRI4i2CCKaEel1KHxM1AiiLYKIZkR6HQofEzWCaIsgohmRXofCx0SNINoiiGhGpNeh8DFRI4i2CCKaEel1KHxM1AiiLYKIZkR6HQofEzWCaIsgohmRXofCx0SNINoiiGhGpNeh8DFRI4i2CCKaEel1KHxM1AiiLYKIZkR6HQofEzWCaIsgohmRXofCx0SNINoiiGhGpNeh8DFRI4i2CCKaEel1KHxM1AiiLYKIZkR6HQofEzWCaIsgohmRXofCx0SNINoiiGhGpNeh8DFRI4i2CCKaEel1KHxM1AiiLYKIZkR6HQofEzWCaCt2EIGgCh8TNYJoiyACIxQ+JmoE0RZBBEYofEzUCKItggiMUPiYqBFEWwQRGKHwMVEjiLYIIjBC4WOiRhBtEURghMLHRI0g2iKIwAiFj4kaQbRFEIERCh8TNYJoiyACIxQ+JmoE0RZBBEYofEzUCKItggiMUPiYqBFEWwQRGKHwMVEjiLYIIjBC4WOiRhBtEURghMLHRI0g2iKIwAiFj4kaQbRFEIERCh8TNYJoiyACIxQ+JmoE0RZBBEYofEzUCKItggiMUPiYqBFEWwQRGKHwMVEjiLYIIjBC4WOiRhBtEURghMLHRI0g2iKIwAiFj4kaQbRFEIERCh8TNYJoiyACIxQ+JmoE0RZBBEYofEzUCKItggiMUPiYqBFEWwQRGKHwMVEjiLYIIjBC4WOiRhBtEURghMLHRI0g2iKIwAiFj4kaQbRFEIERCh8TNYJoiyACIxQ+JmoE0RZBBEYofEzUCKItggiMUPiYqBFEWwQRGKHwMVEjiLYIIjBC4WOiRhBtEURghMLHRI0g2iKIwAiFj4kaQbRFEIERCh8TNYJoiyACIxQ+JmoE0RZBBEYofEzUCKItggiMUPiYqBFEWwQRGKHwMVEjiLYIIjBC4WOiRhBtEURghMLHRI0g2iKIwAiFj4kaQbRFEIERCh8TNYJoiyACIxQ+JmoE0RZBBEYofEzUCKItggiMUPiYqBFEWwQRGKHwMVEjiLYIIjBC4WOiRhBtEURghMLHRI0g2iKIwAiFj4kaQbRFEIERCh8TNYJoiyACIxQ+JmoE0RZBBEYofEzUCKItggiMUPiYqBFEWwQRGKHwMVEjiLYIIjBC4WOiRhBtEURghMLHRI0g2iKIwAiFj4kaQbRFEIERCh8TNYJoiyACIxQ+JmoE0RZBBEYofEzUCKItggiMUPiYqBFEWwQRGKHwMVEjiLYIIjBC4WOiRhBtEURghMLHRI0g2iKIwAiFj4kaQbRFEIERCh8TNYJoiyACIxQ+JmoE0RZBBEYofEzUCKItggiMUPiYqBFEWwQRGKHwMVEjiLYIIjBC4WOiRhBtEURghMLHRI0g2lo8PoLi5so/eJaxChBU6WOiNjv9d3Eb5kRRxvy4xfVZqhfEQ2Mobq74Yxdni/pVgKAKHxO1w7Mjqu/nMszR2ezoqB+4Pkv8lBloSuFjosZPmW0RRGCEwsdEjSDaIojACIWPiRpBtEUQgREKHxM1gmiLIAIjFD4magTRFkEERih8TNQIoi2CCIxQ+JioEURbBBEYofAxUSOItggiMELhY6JGEG0RRGCEwsdEjSDaIojACIWPiRpBtEUQgREKHxM1gmiLIAIjFD4magTRFkEERih8TNQIoi2CCIxQ+JioEURbBBEYofAxUSOItggiMELhY6JGEG0RRGCEwsdEjSDaIojACIWPiRpBtEUQgREKHxM1gmiLIAIjFD4magTRFkEERih8TNQIoi2CCIxQ+JioEURbBBEYofAxUSOItggiMELhY6JGEG2VCiKAttic/DFBIYgAgrE5+WOCQhABBGNz8scEhSACCMbm5I8JCkEEEIzNyR8TFIIIIBibkz8mKAQRQDA2J39MUAgigGBsTv6YoBBEAMHYnPwxQSGIAIKxOfljgkIQAQRjc/LHBIUgAgjG5uSPCQpBBBCMzckfExSCCCAYm5M/JigEEUAwNid/TFAIIoBgbE7+mKAQRADB2Jz8MUEhiACCsTn5Y4JCEAEEY3PyxwSFIAIIxubkjwkKQQQQjM3JHxMUggggGJuTPyYoBBFAMDYnf0xQCCKAYGxO/pigEEQAwdic/DFBIYgAgrE5+WOCQhABBGNz8scEhSACCMbm5I8JCkEEEIzNyR8TFIIIIBibkz8mKAQRQDA2J39MUAgigGBsTv6YoBBEAMHYnPwxQSGIAIKxOfljgkIQAQRjc/LHBIUgAgjG5uSPCQpBBBCMzckfExSCCCAYm5M/JigEEUAwNid/TFAIIoBgbE7+mKAQRADB2Jz8MUEhiACCsTn5Y4JCEAEEY3PyxwSFIAIIxubkjwkKQQQQjM3JHxMUggggGJuTPyYoBBFAMDYnf0xQCCKAYGxO/pigEEQAwdic/DFBIYgAgrE5+WOCQhABBGNz8scEhSACCMbm5I8JCkEEEIzNyR8TFIIIIBibkz8mKAQRQDA2J39MUAgigGBsTv6YoBBEAMHYnPwxQSGIAIKxOfljgkIQAQRjc/LHBIUgAgjG5uSPCQpBBBCMzckfExSCCCAYm5M/JigEEUAwNid/TFAIIoBgbE7+mKAQRADB2Jz8MUEhiACCsTn5Y4JCEAEEY3PyxwSFIAIIxubkjwkKQQQQjM3JHxMUggggGJuTPyYoBBFAMDYnf0xQCCKAYGxO/pigEEQAwdic/DFBIYgAgrE5+WOCQhABBGNz8scEhSACCMbm5I8JCkEEEIzNyR8TFIIIIBibkz8mKAQRQDA2J39MUAgigGBsTv6YoBBEAMHYnPwxQSGIAIKxOfljgkIQAQRjc/LHBIUgAgjG5uSPCQpBBBCMzckfExSCCCAYm5M/JigEEUAwNid/TFAIIoBgbE7+mKAQRADB2Jz8MUEhiACCsTn5Y4JCEAEEY3PyxwSFIAIIxubkjwkKQQQQjM3JHxMUggggGJuTPyYoBBFAMDYnf0xQCCKAYGxO/pigEEQAwdic/DFBIYgAgrE5+WOCUjCIx2+//Nwdu9/4Z5pPCSKAk2xO/piglAvikT0pPXv39rTw7tN/ShABrLI5+WOCUi6IN6Sz7zw62783LXz0tJ8SRACrbE7+mKAUC+LDO9Idy1+8Ll1+uk8JIoCezckfE5RiQXxPet6x5S/uTwuPnOZTggigZ3PyxwSlWBDfkK5Y+eLImemu03xKEAH0bE7+mKAUC+IL09vmX12YfuU0nxJEAD2bkz8mKMWCeF66bf7VpennBj99zbkrfuPICMUfDQBvNid/TFAOlwri2el986/2pDcNfnr+GSv2jtmm+KMB4M3m5I8JyuL6D+yC+P75V69KVw1+OimIAGCmWBDPSyd/6/XL0vWDn37gHSv+5DFnB2cHvbeUHZ3NDteeobc4qz3BGkvvyP7aM/SOH6k9Qe/gbHas9gy9/bNDtUfoHVlq25gfd6BUEF+c3jr/6oJ0y2k+XTHqF1WmeHT2qPeWssUKN0B2cFZ7gt7nlt6NR2oP0Tt2uPYEvX2z2dHaM/Q+P3us9gi9Q7PZgTE/rtgvqlyZfmbli4Pb092n+ZQgEkQZQRQRRFG4IN6edh1Z/uIP0vbHTvMpQSSIMoIoIoiicEHcd1Z674n/Pn7Zyb8plD8liARRRhBFBFEULoizm9Oz7zg623dN2vFXJ775jpfs2eRTgngSQZQQRBFBFMUL4rErUjpr9/Z05sq/ondd2rXJpwTxJIIoIYgigiiKF8TZ7Hcv37Xjx6/55GxtENd9ShBPIogSgigiiKKIQcxEEGvP0COIIoIoIYi2CGLtGXoEUUQQJQTRFkGsPUOPIIoIooQg2iKItWfoEUQRQZQQRFsEsfYMPYIoIogSgmiLINaeoUcQRQRRQhBtEcTaM/QIooggSgiiLYJYe4YeQRQRRAlBtEUQa8/QI4gigighiLYIYu0ZegRRRBAlBNEWQaw9Q48gigiihCDaIoi1Z+gRRBFBlBBEWwSx9gw9gigiiBKCaIsg1p6hRxBFBFFCEG0RxNoz9AiiiCBKCKItglh7hh5BFBFECUG0RRBrz9AjiCKCKCGItghi7Rl6BFFEECUE0RZBrD1DjyCKCKKEINoiiLVn6BFEEUGUEERbBLH2DD2CKCKIEoJoiyDWnqFHEEUEUUIQbRHE2jP0CKKIIEoIoi2CWHuGHkEUEUQJQbRFEGvP0COIIoIoIYi2CGLtGXoEUUQQJQTRFkGsPUOPIIoIooQg2iKItWfoEUQRQZQQRFsEsfYMPYIoIogSgmiLINaeoUcQRQRRQhBtEcTaM/QIooggSgiiLYJYe4YeQRQRRAlBtEUQa8/QI4gigighiLYIYu0ZegRRRBAlBNEWQaw9Q48gigiihCDaIoi1Z+gRRBFBlBBEWwSx9gw9gigiiBKCaIsg1p6hRxBFBFFCEG0RxNoz9AiiiCBKCKItglh7hh5BFBFECUG0RRBrz9AjiCKCKCGItghi7Rl6BFFEECUE0RZBrD1DjyCKCKKEINoiiLVn6BFEEUGUEERbBLH2DD2CKCKIEoJoiyDWnqFHEEUEUUIQbRHE2jP0CKKIIEoIoi2CWHuGHkEUEUQJQbRFEGvP0COIIoIoIYi2CGLtGXoEUUQQJQTRFkGsPUOPIIoIooQg2iKItWfoEUQRQZQQRFsEsfYMPYIoIogSgmiLINaeoUcQRQRRQhBtHX7c2YHFA95bym678cYP156hd3Cx9gS9L9x4442frj1E7/Ch2hP0/vTGG2+pPUNvf6Tz9Ds33vihMT/u8Pos1QviE9uFZ5zx1tozxHTwjDPO+IvaQ8T0/jPOWKg9Q1CvOuOMN5osRBDrIIgSgigiiCKC2DiCKCGIIoIoIoiNI4gSgigiiCKC2DiCKCGIIoIoIoiNI4gSgigiiCKC2DiCKCGIIoIoIoiNu/qii95fe4aYDl900UWfrj1ETB++6KJX1p4hqLdedNEtJgsRRACYI4gAMEcQAWCOIALAHEEEgDmCCABzBNHfhemkt9UeJZ4v7L3o2ee85LYNfyzTE92VqXdn7WGCeeQtLzxr+7kv/82jBmsRRH/nprN2rrD5rVNbyZ+fmxbO25nSpQdrTxLMtTtPWkgfqD1MLH+yM/3Ii1/x/JRe/IXpixFEfzvSfbVHiOqx89KrPzub/eFz097ao0T1R2n3gdozhHLgnPTKEyW8/+z0humrEUR3B1N6oPYMUf1SetGRE/9950t/qfYoQR08P91be4ZYfi+lzyx/8ctp+/SfNBNEdw+dfIBY7+iudE/tGYK7Pr2+9gjB/Hbadnz5iztSmv4PWgiiuwdT2ld7hqDuTz+yWHuG2P5i29kP154hmD9P6cHlL96afmL6agTR3f1p4aGbL7/4kqv5J4nr3ZZePPurvT/9yuu4NYKXpltrjxDOT6f/8++W/uuPz0p3TF+MILq7Jy2cvfLbJ17P3w6d6ob0mt/YtnxrruDWbOb3025uzHqHrjlz+wsuuyDttvjzowiiuztSesFd+xY/cWVK19aeJZhr0o9vv+GTi5+9aSH9fO1ZIjr+gvTe2jME9KGfOvH/Q7dd/TGDtQiiu8/efc/K/5e/Pi18qvIswSz9/4i3L3+xN217qPIsEd2bnsPvz9zgzem82z976JO/tGP7ndMXI4j17NuW3l17hliuTQsrB/6xlG6vPEtEr0o31B4hnjvTjpVfVPmttHP6r1YSxIouSDfWHiGWt6bz5l89L91cdZKQHllIFj8r3GL2pFevfHHkRwz+pUaCWNH56abaI8RyZzpr5beUzX5s/nNnrHFbOu947RniuXj1nzf/WPqVyasRRHd33Tr/Vw0eXeDnhaf6u4X5v8RzYCH9TuVZAnpturL2CAG9JP2XlS+OPzu9c/JqBNHda9IFh5a/2Jt28JtsT3XZ/OV+e9r2ucqjBLQrvaP2CAFdn3at/KPDP07p/smrEUR39y+kyx6czR6/aYE/wWC9jy2k6/bPjv32j/A7kjb6fOJfY97EX29PrzrxWxL+9IJ0yfR/okAQ/d22LaWdu5f+46pjtUcJ5/btacdPnJ3S5YdqTxLPxxK/prKZD/1I2n7Rpeen9PzPTl+MIFbw4LXPP3PH7is+UnuOiP7yTbu3P+fS37L4sz63mvtS+pvaM4T0tze+8Kztuy79dYvfo0kQAWCOIALAHEEEgDmCCABzBBEA5ggiAMwRRACYI4gAMEcQAWCOIALAHEEEgDmCCABzBBEA5ggiWvGdXfeJohs8s+vuK7oBwiOIKOzYb174XV/91C962jf/hzd8ctJC64P47q77zkkLrkcQQRBR1t3/qlv1xZdO+XMOiwXxR7s3L/83QQRBRFG/+5Su+4pz3rD3bW++8GuXkvj8CUsVC+K3EkTMEUSUdOwbu+558//58COXLBXxt8evVSqIX3gSQcQcQURJH+i6bzmy+q1dXffD49cqFcT3dwQRcwQRJd3QdRf03/roT1zzgfmXdz//W//hl/zjH7z68ZVv/vPuybPZ23/on3zJV//g207+T6c9ft0Pf+1Tn/zV33f1/O8wVUFct+53dU+ZzT743G/40i9/xuv2z7/LAxd9y9//R9953YHZT3bdH832zP/55jnLQfyT2X977jeu/c54YiGIKGkpiGdv8vGh807+OsvX3LX8wb/tuv3nzj961uHlj+75n05+n29Y+Z/bVQRxw7rf13XHTybv365E8lefsvLN7/jbs7vu4+uC+MAb/94p3xlPMAQRJd3ddU/96MaPU9c9/U2/94e/dlbXPeW/n/jgGV33iu7br/mNW358KUgvOvHJ3/4PXffvb/jtO65fauU3LP/vqSmCuGHdH+y6X+z+9dW3/eqLntx1l5/45P6lL/7923//1md2P/CsrvvL2cMPXNJ1ex544G+Xg3ht921X33bLf/zirrvM+lagBQQRJR3/N133lT/72LpPf7HrvvvR5a9+vuueceK/l2L3Rect/1z5lq774hP/a5sv77ofWv7frV78rq77hfn3+cTaVTYGceO6S4172o8u/16Mf85rAAAFVUlEQVSft3Td15/47+1d99zljV7ePXVlwdeu+WeITztn+Tvf1HVfN/HK0SSCiKL+v69a+vnnU3749b+39n95/lu7J//l/Mvv7bp7Zsux+0fzn6T+7113zdJ/vfaZ3/6bKx/c3HXPmc00Qdy47jNP/u3l7NiXd93nZrMvfEn35E+vfJf/tdsYxG9c+c7Hv7LrHppy2WgUQURZn9y28g/lvvR79twz/+WSP+66Z578yzd03Stny7H7T/NPfnb9P3a8r+v+3WymCOIm6y417tXzT5b+RnPpJ++/NV9sya2bBPG187/23cvfGU84BBGl/fFLvnX+Cxf/8q3LHyz9zPanTv7Fpdo9a7Ycu/86/+QDXfdtqz/26MGDB//7PHynDeIm6y41bv73mSe+/MPZ7E3zf0S55AtftDGI7z/lO+MJhyDCwadvveQZX3wiiTtO/BaaV3an+Dez5djdPf++f951/3j5i/c871982fy76IK4ybpLYbt3/leftfzlT3XdG09+/2/cGMQPn/Kd8YRDEOHk0V/93qVK7Vz66oWnhuubZsuxO/lT1M903dNOfPfvX/NddEHcZN01v9d6pXEXd93Pnfz+37ExiKd+ZzzhEET4efNSpj42m7246y64s/ffZsux+/P5d/r0/9/evYXIFAdwHP9p16y1tOxaDFEil7YsiS3XcolatyxR7D4syUZpc0nJJeuSWy4PikRKhGQTUuKBstpyK1sohEhaubzIcsqZ//zHmeacMqU5hv1+XmbOf8/+Z56+nZnzn3OkQvdhmlS07W5Lq+M0pxvEgHl9jVsqHUrsX04QkYIgIkSjTY422CWBSdw23bdP3Y/MvR2nUSqwx4wP0g1iwLy+xtVJexJ/7E8QkYIgIqNePE7eqpXqHee4VJmymxu7i/bpDbOEsF5aYgca0g1iwLy+xm31Trx8bk8QkYIgIoMaijUqeXu2WWP9SOqecmHEcm95zEGpynwfuN8OLEw3iAHz+hp3VpqWeHMBy24IYhtHEJFBr92DsCPe5pN8qdl9LJVO2qHDZeti19F2Yzf4e3xkknTccVZLm+PbTRFphOOkszDbP6+vcS+lTvZiEWO8IO41AwQRBBGZtFLKWf/RblzpE18c6ByVSprNUGNX5b12TOzabTEjl6TOH8yP54abQt7rO1bq4TheEFfU1r6NPfqD6J/X37iRic/M9eoSn/CAtMyMEEQQRGTSV/d4Tx2n1G3ftXFRP/fpkDdmuEIqWHX55qnqiD06c2NXoxlnm26syZO2uQMfC914Xn14aUmH4uc9pK0P3v0KYk78MDMWxGid52nQvP7Guf+lOQ1N5ytUPS4+oZvg/E3HdhJEEERk2LeNnb2VgTk1H+Kj3mW6cneYATd2j2faoSrzC78zufY6XndiawelE0FBTHY9aN6AxiWWb0//YoP4bUBss5gggiAi41qOzi8riuR2HTRrb9Jd9xqXDinM6TJyrb0Ygxu75z9OTu4VKZl6LrFHZc/23ct3tTjO58U984feSieIvnmDGndtdjQSnXzqe+xLRPOOnlV0y+uzgCCCICI7ZPyey0HKpE+hvyiyGkFENvgbQWwtMD+JATwEEdkgvCDumzvMfi6++Ee3vMJ/iSAiG4QXxOXSRHPTlncDpdPhvCb+GQQR2SC8IL4qkkr3Xb6yJSqNb/39/mhTCCKyQYjfId6OJs5LT3gf0kvin0EQkQ3CPKnyaff4ktyCfvMu/Pj9vmhjCCIAWAQRACyCCAAWQQQAiyACgEUQAcAiiABgEUQAsAgiAFgEEQAsgggAFkEEAIsgAoBFEAHAIogAYBFEALB+AiqVXtvgqjkNAAAAAElFTkSuQmCC" width="432" />
]]
---
class: split-40
count: false

```r
ggplot(iris, aes(Sepal.Length)) +  
  geom_histogram(  
  ) +  
* labs(
*   x = "Sepal length",
*   y = "Count"
* )
```
]]
.column[.content[
<img 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" width="432" />
]]
---
class: split-40
count: false

```r
ggplot(iris, aes(Sepal.Length)) +  
  geom_histogram(  
  ) +  
* theme_classic() +
  labs(  
    x = "Sepal length",  
    y = "Count"  
  )  
```
]]
.column[.content[
<img 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" width="432" />
]]
---
class: split-40
count: false

```r
ggplot(iris, aes(Sepal.Length)) +  
  geom_histogram(  
*   color = "black",
  ) +  
  theme_classic() +  
  labs(  
    x = "Sepal length",  
    y = "Count"  
  )  
```
]]
.column[.content[
<img 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" width="432" />
]]
---
class: split-40
count: false

```r
ggplot(iris, aes(Sepal.Length)) +  
  geom_histogram(  
    color = "black",  
*   fill = "lightblue"
  ) +  
  theme_classic() +  
  labs(  
    x = "Sepal length",  
    y = "Count"  
  )  
```
]]
.column[.content[
<img 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" width="432" />
]]
---
class: split-40
count: false

```r
ggplot(iris, aes(Sepal.Length)) +  
  geom_histogram(  
    color = "black",  
    fill = "lightblue"  
  ) +  
* scale_y_continuous(
*   expand = c(0, 0)
* ) +
  theme_classic() +  
  labs(  
    x = "Sepal length",  
    y = "Count"  
  )  
```
]]
.column[.content[
<img src="data:image/png;base64,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" width="432" />
]]
---
class: split-40
count: false

```r
ggplot(iris, aes(Sepal.Length)) +  
  geom_histogram(  
    color = "black",  
    fill = "lightblue"  
  ) +  
  scale_y_continuous(  
    expand = c(0, 0)  
  ) +  
* scale_x_continuous(
* ) +
  theme_classic() +  
  labs(  
    x = "Sepal length",  
    y = "Count"  
  )  
```
]]
.column[.content[
<img src="data:image/png;base64,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" width="432" />
]]
---
class: split-40
count: false

```r
ggplot(iris, aes(Sepal.Length)) +  
  geom_histogram(  
    color = "black",  
    fill = "lightblue"  
  ) +  
  scale_y_continuous(  
    expand = c(0, 0)  
  ) +  
  scale_x_continuous(  
*   expand = c(0, 0)
  ) +  
  theme_classic() +  
  labs(  
    x = "Sepal length",  
    y = "Count"  
  )  
```
]]
.column[.content[
<img src="data:image/png;base64,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" width="432" />
]]
---
class: split-40
count: false

```r
ggplot(iris, aes(Sepal.Length)) +  
  geom_histogram(  
    color = "black",  
    fill = "lightblue"  
  ) +  
  scale_y_continuous(  
    expand = c(0, 0)  
  ) +  
  scale_x_continuous(  
    expand = c(0, 0)  
  ) +  
* facet_wrap(~ Species, ncol = 1) +
  theme_classic() +  
  labs(  
    x = "Sepal length",  
    y = "Count"  
  )  
```
]]
.column[.content[
<img 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" width="432" />
]]

---

# Now you try.

Make the plot below look better! Give it a theme, a different line color and 
polygon fill, and some cleaner axis labels.

Can you add points above the violin plot (hint: remember there are two geoms for
scatterplots)? How do you color those differently than the violin plot lines?

Split it into facets -- is this a better plot? Why or why not?

```r
ggplot(iris, aes(Species, Sepal.Width)) +
  geom_violin()
```

---

# Things we've learned:

### 1: _Functions_ take _arguments_ as inputs and return an _output_.

Functions are predictable -- given the same inputs, they should always return 
the same outputs; and changing the inputs should change the outputs in a 
predictable way.

```r
print("Hello, World!")
```

```
[1] "Hello, World!"
```

```r
head(Orange)
```

```
Grouped Data: circumference ~ age | Tree
  Tree  age circumference
1    1  118            30
2    1  484            58
3    1  664            87
4    1 1004           115
5    1 1231           120
6    1 1372           142
```

---

### 2: Many functions are designed to help you get familiar with your data.

```r
str(iris)
```

```r
plot(iris)
```

---

### 3: ggplot combines geoms and aesthetics to make plots.

```r
ggplot(iris, aes(Species, Sepal.Length, fill = Species)) + 
  geom_violin() +
  geom_jitter()
```

---
class: center, middle

![](r_first_then.png)